April 12 2022 | Hugo Hiraoka | hhiraokawatts@gmail.com
The COVID-19 virus has already killed millions of people around the world.
When a COVID-19 patient arrives at the hospital, it is essential to assess if the patient should be sent home or if he/she should be admitted to the hospital because of the high risk of developing severe symptoms that will require admission to the Intensive Care Unit. This could save lives.
How can we determine if COVID-19-positive patients should be admitted to the Intensive Care Unit based on previous patient experiences and outcomes?
We will use data obtained during Triage and Laboratory tests made on COVID-19 patients to predict admission to the hospital should be required.

COVID-19 symptoms can quickly escalate from mild symptoms to severe. Most COVID-19-positive patients first had influenza-like symptoms. But many of those patients ended up in the ICU in a fight to survive.
The objective is to predict if a COVID-19 patient should be admitted to the hospital or treated at home. If a patient is likely to end up in the ICU, he/she should be admitted to the hospital and not allowed to go home.
Classify patients into 2 classes: ICU and no-ICU. Provide insights.
The dataset can be found at https://www.kaggle.com/datasets/S%C3%ADrio-Libanes/covid19
This dataset was produced by the Hospital Sirio-Libanes in Sao Paulo, Brazil and it contains 231 fields and 1925 entries. It contains Covid-19 patient information gathered during the triage process.
Brazil has been one of the countries with the highest number of COVID-19 deaths and infections.
Target: Predict if the patient should be admitted to the ICU.

The dataset contains the following features:
Demographics 3 features
Commorbities 9 features
Triage Measures, Lab data 42 features
Target
This is a supervised classification problem.
#yellowbrick is a machine learning visualization library. We will use it to
#visualize the cluster silhouettes.
!pip install yellowbrick
Requirement already satisfied: yellowbrick in /usr/local/lib/python3.10/dist-packages (1.5) Requirement already satisfied: matplotlib!=3.0.0,>=2.0.2 in /usr/local/lib/python3.10/dist-packages (from yellowbrick) (3.7.1) Requirement already satisfied: scipy>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from yellowbrick) (1.10.1) Requirement already satisfied: scikit-learn>=1.0.0 in /usr/local/lib/python3.10/dist-packages (from yellowbrick) (1.2.2) Requirement already satisfied: numpy>=1.16.0 in /usr/local/lib/python3.10/dist-packages (from yellowbrick) (1.23.5) Requirement already satisfied: cycler>=0.10.0 in /usr/local/lib/python3.10/dist-packages (from yellowbrick) (0.11.0) Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (1.1.0) Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (4.42.1) Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (1.4.4) Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (23.1) Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (9.4.0) Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (3.1.1) Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib!=3.0.0,>=2.0.2->yellowbrick) (2.8.2) Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=1.0.0->yellowbrick) (1.3.2) Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn>=1.0.0->yellowbrick) (3.2.0) Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib!=3.0.0,>=2.0.2->yellowbrick) (1.16.0)
# Avoids scroll-in-the-scroll in the entire Notebook
from IPython.display import Javascript
def resize_colab_cell():
display(Javascript('google.colab.output.setIframeHeight(0, true, {maxHeight: 5000})'))
get_ipython().events.register('pre_run_cell', resize_colab_cell)
%%HTML
<style type="text/css">
table.dataframe td, table.dataframe th {
border: 1px black solid !important;
color: black !important;
}
| PATIENT_VISIT_IDENTIFIER | AGE_ABOVE65 | AGE_PERCENTIL | GENDER | DISEASE GROUPING 1 | DISEASE GROUPING 2 | DISEASE GROUPING 3 | DISEASE GROUPING 4 | DISEASE GROUPING 5 | DISEASE GROUPING 6 | HTN | IMMUNOCOMPROMISED | OTHER | ALBUMIN_MEDIAN | ALBUMIN_MEAN | ALBUMIN_MIN | ALBUMIN_MAX | ALBUMIN_DIFF | BE_ARTERIAL_MEDIAN | BE_ARTERIAL_MEAN | BE_ARTERIAL_MIN | BE_ARTERIAL_MAX | BE_ARTERIAL_DIFF | BE_VENOUS_MEDIAN | BE_VENOUS_MEAN | BE_VENOUS_MIN | BE_VENOUS_MAX | BE_VENOUS_DIFF | BIC_ARTERIAL_MEDIAN | BIC_ARTERIAL_MEAN | BIC_ARTERIAL_MIN | BIC_ARTERIAL_MAX | BIC_ARTERIAL_DIFF | BIC_VENOUS_MEDIAN | BIC_VENOUS_MEAN | BIC_VENOUS_MIN | BIC_VENOUS_MAX | BIC_VENOUS_DIFF | BILLIRUBIN_MEDIAN | BILLIRUBIN_MEAN | BILLIRUBIN_MIN | BILLIRUBIN_MAX | BILLIRUBIN_DIFF | BLAST_MEDIAN | BLAST_MEAN | BLAST_MIN | BLAST_MAX | BLAST_DIFF | CALCIUM_MEDIAN | CALCIUM_MEAN | CALCIUM_MIN | CALCIUM_MAX | CALCIUM_DIFF | CREATININ_MEDIAN | CREATININ_MEAN | CREATININ_MIN | CREATININ_MAX | CREATININ_DIFF | FFA_MEDIAN | FFA_MEAN | FFA_MIN | FFA_MAX | FFA_DIFF | GGT_MEDIAN | GGT_MEAN | GGT_MIN | GGT_MAX | GGT_DIFF | GLUCOSE_MEDIAN | GLUCOSE_MEAN | GLUCOSE_MIN | GLUCOSE_MAX | GLUCOSE_DIFF | HEMATOCRITE_MEDIAN | HEMATOCRITE_MEAN | HEMATOCRITE_MIN | HEMATOCRITE_MAX | HEMATOCRITE_DIFF | HEMOGLOBIN_MEDIAN | HEMOGLOBIN_MEAN | HEMOGLOBIN_MIN | HEMOGLOBIN_MAX | HEMOGLOBIN_DIFF | INR_MEDIAN | INR_MEAN | INR_MIN | INR_MAX | INR_DIFF | LACTATE_MEDIAN | LACTATE_MEAN | LACTATE_MIN | LACTATE_MAX | LACTATE_DIFF | LEUKOCYTES_MEDIAN | LEUKOCYTES_MEAN | LEUKOCYTES_MIN | LEUKOCYTES_MAX | LEUKOCYTES_DIFF | LINFOCITOS_MEDIAN | LINFOCITOS_MEAN | LINFOCITOS_MIN | LINFOCITOS_MAX | LINFOCITOS_DIFF | NEUTROPHILES_MEDIAN | NEUTROPHILES_MEAN | NEUTROPHILES_MIN | NEUTROPHILES_MAX | NEUTROPHILES_DIFF | P02_ARTERIAL_MEDIAN | P02_ARTERIAL_MEAN | P02_ARTERIAL_MIN | P02_ARTERIAL_MAX | P02_ARTERIAL_DIFF | P02_VENOUS_MEDIAN | P02_VENOUS_MEAN | P02_VENOUS_MIN | P02_VENOUS_MAX | P02_VENOUS_DIFF | PC02_ARTERIAL_MEDIAN | PC02_ARTERIAL_MEAN | PC02_ARTERIAL_MIN | PC02_ARTERIAL_MAX | PC02_ARTERIAL_DIFF | PC02_VENOUS_MEDIAN | PC02_VENOUS_MEAN | PC02_VENOUS_MIN | PC02_VENOUS_MAX | PC02_VENOUS_DIFF | PCR_MEDIAN | PCR_MEAN | PCR_MIN | PCR_MAX | PCR_DIFF | PH_ARTERIAL_MEDIAN | PH_ARTERIAL_MEAN | PH_ARTERIAL_MIN | PH_ARTERIAL_MAX | PH_ARTERIAL_DIFF | PH_VENOUS_MEDIAN | PH_VENOUS_MEAN | PH_VENOUS_MIN | PH_VENOUS_MAX | PH_VENOUS_DIFF | PLATELETS_MEDIAN | PLATELETS_MEAN | PLATELETS_MIN | PLATELETS_MAX | PLATELETS_DIFF | POTASSIUM_MEDIAN | POTASSIUM_MEAN | POTASSIUM_MIN | POTASSIUM_MAX | POTASSIUM_DIFF | SAT02_ARTERIAL_MEDIAN | SAT02_ARTERIAL_MEAN | SAT02_ARTERIAL_MIN | SAT02_ARTERIAL_MAX | SAT02_ARTERIAL_DIFF | SAT02_VENOUS_MEDIAN | SAT02_VENOUS_MEAN | SAT02_VENOUS_MIN | SAT02_VENOUS_MAX | SAT02_VENOUS_DIFF | SODIUM_MEDIAN | SODIUM_MEAN | SODIUM_MIN | SODIUM_MAX | SODIUM_DIFF | TGO_MEDIAN | TGO_MEAN | TGO_MIN | TGO_MAX | TGO_DIFF | TGP_MEDIAN | TGP_MEAN | TGP_MIN | TGP_MAX | TGP_DIFF | TTPA_MEDIAN | TTPA_MEAN | TTPA_MIN | TTPA_MAX | TTPA_DIFF | UREA_MEDIAN | UREA_MEAN | UREA_MIN | UREA_MAX | UREA_DIFF | DIMER_MEDIAN | DIMER_MEAN | DIMER_MIN | DIMER_MAX | DIMER_DIFF | BLOODPRESSURE_DIASTOLIC_MEAN | BLOODPRESSURE_SISTOLIC_MEAN | HEART_RATE_MEAN | RESPIRATORY_RATE_MEAN | TEMPERATURE_MEAN | OXYGEN_SATURATION_MEAN | BLOODPRESSURE_DIASTOLIC_MEDIAN | BLOODPRESSURE_SISTOLIC_MEDIAN | HEART_RATE_MEDIAN | RESPIRATORY_RATE_MEDIAN | TEMPERATURE_MEDIAN | OXYGEN_SATURATION_MEDIAN | BLOODPRESSURE_DIASTOLIC_MIN | BLOODPRESSURE_SISTOLIC_MIN | HEART_RATE_MIN | RESPIRATORY_RATE_MIN | TEMPERATURE_MIN | OXYGEN_SATURATION_MIN | BLOODPRESSURE_DIASTOLIC_MAX | BLOODPRESSURE_SISTOLIC_MAX | HEART_RATE_MAX | RESPIRATORY_RATE_MAX | TEMPERATURE_MAX | OXYGEN_SATURATION_MAX | BLOODPRESSURE_DIASTOLIC_DIFF | BLOODPRESSURE_SISTOLIC_DIFF | HEART_RATE_DIFF | RESPIRATORY_RATE_DIFF | TEMPERATURE_DIFF | OXYGEN_SATURATION_DIFF | BLOODPRESSURE_DIASTOLIC_DIFF_REL | BLOODPRESSURE_SISTOLIC_DIFF_REL | HEART_RATE_DIFF_REL | RESPIRATORY_RATE_DIFF_REL | TEMPERATURE_DIFF_REL | OXYGEN_SATURATION_DIFF_REL | WINDOW | ICU | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | 60th | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.086 | -0.231 | -0.283 | -0.593 | -0.286 | 0.737 | 0.086 | -0.231 | -0.283 | -0.586 | -0.286 | 0.737 | 0.237 | 0.000 | -0.162 | -0.500 | 0.209 | 0.899 | -0.248 | -0.459 | -0.433 | -0.636 | -0.420 | 0.737 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0-2 | 0 |
| 1 | 0 | 1 | 60th | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.333 | -0.231 | -0.132 | -0.593 | 0.536 | 0.579 | 0.333 | -0.231 | -0.132 | -0.586 | 0.536 | 0.579 | 0.443 | 0.000 | -0.026 | -0.500 | 0.714 | 0.838 | -0.077 | -0.459 | -0.313 | -0.636 | 0.246 | 0.579 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 2-4 | 0 |
| 2 | 0 | 1 | 60th | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.184 | 0.184 | 0.184 | 0.184 | -1.000 | -0.868 | -0.868 | -0.868 | -0.868 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.945 | -0.945 | -0.945 | -0.945 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | 0.090 | 0.090 | 0.090 | 0.090 | -1.000 | 0.110 | 0.110 | 0.110 | 0.110 | -1.000 | -0.932 | -0.932 | -0.932 | -0.932 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.836 | -0.836 | -0.836 | -0.836 | -1.000 | -0.915 | -0.915 | -0.915 | -0.915 | -1.000 | -0.869 | -0.869 | -0.869 | -0.869 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | -0.704 | -1.000 | -0.779 | -0.779 | -0.779 | -0.779 | -1.000 | -0.755 | -0.755 | -0.755 | -0.755 | -1.000 | -0.875 | -0.875 | -0.875 | -0.875 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.541 | -0.541 | -0.541 | -0.541 | -1.000 | -0.519 | -0.519 | -0.519 | -0.519 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | -0.029 | -0.029 | -0.029 | -0.029 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.991 | -0.991 | -0.991 | -0.991 | -1.000 | -0.826 | -0.826 | -0.826 | -0.826 | -1.000 | -0.836 | -0.836 | -0.836 | -0.836 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 4-6 | 0 |
| 3 | 0 | 1 | 60th | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | -0.107 | 0.737 | NaN | NaN | NaN | NaN | -0.107 | 0.737 | NaN | NaN | NaN | NaN | 0.319 | 0.899 | NaN | NaN | NaN | NaN | -0.275 | 0.737 | NaN | NaN | NaN | NaN | -1.000 | -1.000 | NaN | NaN | NaN | NaN | -1.000 | -1.000 | 6-12 | 0 |
| 4 | 0 | 1 | 60th | 0 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | -1.000 | -0.872 | -0.872 | -0.872 | -0.872 | -1.000 | -0.864 | -0.864 | -0.864 | -0.864 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.415 | -0.415 | -0.415 | -0.415 | -1.000 | -0.979 | -0.979 | -0.979 | -0.979 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.327 | 0.327 | 0.327 | 0.327 | -1.000 | -0.926 | -0.926 | -0.926 | -0.926 | -1.000 | -0.859 | -0.859 | -0.859 | -0.859 | -1.000 | -0.669 | -0.669 | -0.669 | -0.669 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.321 | -0.321 | -0.321 | -0.321 | -1.000 | -0.354 | -0.354 | -0.354 | -0.354 | -1.000 | -0.980 | -0.980 | -0.980 | -0.980 | -1.000 | -0.963 | -0.963 | -0.963 | -0.963 | -1.000 | -0.763 | -0.763 | -0.763 | -0.763 | -1.000 | -0.643 | -0.643 | -0.643 | -0.643 | -1.000 | -0.869 | -0.869 | -0.869 | -0.869 | -1.000 | -0.366 | -0.366 | -0.366 | -0.366 | -1.000 | -0.231 | -0.231 | -0.231 | -0.231 | -1.000 | -0.876 | -0.876 | -0.876 | -0.876 | -1.000 | -0.816 | -0.816 | -0.816 | -0.816 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.574 | 0.574 | 0.574 | 0.574 | -1.000 | 0.394 | 0.394 | 0.394 | 0.394 | -1.000 | -0.471 | -0.471 | -0.471 | -0.471 | -1.000 | -0.667 | -0.667 | -0.667 | -0.667 | -1.000 | 0.848 | 0.848 | 0.848 | 0.848 | -1.000 | 0.926 | 0.926 | 0.926 | 0.926 | -1.000 | 0.143 | 0.143 | 0.143 | 0.143 | -1.000 | -0.999 | -0.999 | -0.999 | -0.999 | -1.000 | -0.984 | -0.984 | -0.984 | -0.984 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.836 | -0.836 | -0.836 | -0.836 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.243 | -0.339 | -0.213 | -0.318 | 0.034 | 0.666 | -0.284 | -0.377 | -0.189 | -0.379 | 0.036 | 0.632 | -0.340 | -0.487 | -0.573 | -0.857 | 0.099 | 0.798 | -0.077 | 0.286 | 0.299 | 0.273 | 0.362 | 0.947 | -0.339 | 0.325 | 0.115 | 0.176 | -0.238 | -0.818 | -0.390 | 0.408 | -0.230 | 0.097 | -0.242 | -0.814 | ABOVE_12 | 1 |
| 5 | 1 | 1 | 90th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | -0.284 | -0.046 | 0.189 | 0.831 | -0.107 | 1.000 | -0.284 | -0.046 | 0.189 | 0.862 | -0.107 | 1.000 | -0.072 | 0.150 | 0.265 | 1.000 | 0.319 | 1.000 | -0.504 | -0.330 | -0.060 | 0.636 | -0.275 | 1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0-2 | 1 |
| 6 | 1 | 1 | 90th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | -0.211 | -0.211 | -0.211 | -0.211 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.220 | -0.220 | -0.220 | -0.220 | -1.000 | -0.968 | -0.968 | -0.968 | -0.968 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.531 | 0.531 | 0.531 | 0.531 | -1.000 | -0.615 | -0.615 | -0.615 | -0.615 | -1.000 | -0.770 | -0.770 | -0.770 | -0.770 | -1.000 | -0.982 | -0.982 | -0.982 | -0.982 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.870 | -0.870 | -0.870 | -0.870 | -1.000 | -0.915 | -0.915 | -0.915 | -0.915 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.524 | -0.524 | -0.524 | -0.524 | -1.000 | -0.859 | -0.859 | -0.859 | -0.859 | -1.000 | -0.557 | -0.557 | -0.557 | -0.557 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.779 | -0.779 | -0.779 | -0.779 | -1.000 | -0.497 | -0.497 | -0.497 | -0.497 | -1.000 | -0.834 | -0.834 | -0.834 | -0.834 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | -0.061 | -0.061 | -0.061 | -0.061 | -1.000 | -0.637 | -0.637 | -0.637 | -0.637 | -1.000 | -0.630 | -0.630 | -0.630 | -0.630 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.257 | -0.257 | -0.257 | -0.257 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.994 | -0.994 | -0.994 | -0.994 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.561 | -0.561 | -0.561 | -0.561 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | -0.407 | 0.892 | -0.226 | -0.390 | -0.107 | 0.895 | -0.407 | 0.892 | -0.226 | -0.379 | -0.107 | 0.895 | -0.175 | 0.912 | -0.111 | -0.286 | 0.319 | 0.960 | -0.590 | 0.330 | -0.388 | -0.455 | -0.275 | 0.895 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 2-4 | 1 |
| 7 | 1 | 1 | 90th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | -0.407 | 0.600 | -0.358 | -0.458 | -0.036 | 1.000 | -0.407 | 0.600 | -0.358 | -0.448 | -0.036 | 1.000 | -0.175 | 0.675 | -0.231 | -0.357 | 0.363 | 1.000 | -0.590 | 0.124 | -0.493 | -0.515 | -0.217 | 1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 4-6 | 1 |
| 8 | 1 | 1 | 90th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -0.840 | -0.840 | -0.840 | -0.840 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.220 | -0.220 | -0.220 | -0.220 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.367 | 0.367 | 0.367 | 0.367 | -1.000 | -0.908 | -0.908 | -0.908 | -0.908 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.002 | -0.002 | -0.002 | -0.002 | -1.000 | 0.020 | 0.020 | 0.020 | 0.020 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.976 | -0.976 | -0.976 | -0.976 | -1.000 | -0.735 | -0.735 | -0.735 | -0.735 | -1.000 | -0.614 | -0.614 | -0.614 | -0.614 | -1.000 | -0.813 | -0.813 | -0.813 | -0.813 | -1.000 | -0.012 | -0.012 | -0.012 | -0.012 | -1.000 | -0.704 | -0.704 | -0.704 | -0.704 | -1.000 | -0.697 | -0.697 | -0.697 | -0.697 | -1.000 | -0.755 | -0.755 | -0.755 | -0.755 | -1.000 | -0.982 | -0.982 | -0.982 | -0.982 | -1.000 | 0.149 | 0.149 | 0.149 | 0.149 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.228 | -0.228 | -0.228 | -0.228 | -1.000 | -0.741 | -0.741 | -0.741 | -0.741 | -1.000 | 0.970 | 0.970 | 0.970 | 0.970 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | 0.067 | 0.067 | 0.067 | 0.067 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.635 | -0.635 | -0.635 | -0.635 | -1.000 | -0.880 | -0.880 | -0.880 | -0.880 | -1.000 | -0.944 | -0.944 | -0.944 | -0.944 | -1.000 | -0.457 | 0.532 | -0.385 | -0.146 | 0.114 | 1.000 | -0.506 | 0.631 | -0.358 | -0.103 | 0.143 | 1.000 | -0.258 | 0.475 | -0.299 | -0.143 | 0.407 | 1.000 | -0.573 | 0.168 | -0.478 | -0.091 | -0.014 | 1.000 | -0.913 | -0.755 | -0.924 | -0.765 | -0.881 | -1.000 | -0.907 | -0.831 | -0.941 | -0.817 | -0.883 | -1.000 | 6-12 | 1 |
| 9 | 1 | 1 | 90th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 1.000 | 1.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -0.914 | -0.914 | -0.914 | -0.914 | -1.000 | -0.916 | -0.916 | -0.916 | -0.916 | -1.000 | -0.268 | -0.268 | -0.268 | -0.268 | -1.000 | -0.268 | -0.268 | -0.268 | -0.268 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.531 | 0.531 | 0.531 | 0.531 | -1.000 | -0.435 | -0.435 | -0.435 | -0.435 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.686 | -0.686 | -0.686 | -0.686 | -1.000 | -0.720 | -0.720 | -0.720 | -0.720 | -1.000 | -0.972 | -0.972 | -0.972 | -0.972 | -1.000 | -0.976 | -0.976 | -0.976 | -0.976 | -1.000 | -0.703 | -0.703 | -0.703 | -0.703 | -1.000 | -0.718 | -0.718 | -0.718 | -0.718 | -1.000 | -0.778 | -0.778 | -0.778 | -0.778 | -1.000 | 0.341 | 0.341 | 0.341 | 0.341 | -1.000 | -0.574 | -0.574 | -0.574 | -0.574 | -1.000 | -0.807 | -0.807 | -0.807 | -0.807 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.949 | -0.949 | -0.949 | -0.949 | -1.000 | 0.362 | 0.362 | 0.362 | 0.362 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.300 | -0.300 | -0.300 | -0.300 | -1.000 | -0.185 | -0.185 | -0.185 | -0.185 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 0.580 | 0.580 | 0.580 | 0.580 | -1.000 | -0.314 | -0.314 | -0.314 | -0.314 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.826 | -0.826 | -0.826 | -0.826 | -1.000 | -0.460 | -0.460 | -0.460 | -0.460 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | -0.178 | 0.213 | -0.141 | -0.380 | 0.011 | 0.842 | -0.185 | 0.185 | -0.170 | -0.379 | 0.000 | 0.842 | -0.588 | -0.325 | -0.573 | -1.000 | 0.011 | 0.798 | 0.556 | 0.557 | 0.299 | 0.758 | 0.710 | 1.000 | 0.513 | 0.472 | 0.115 | 0.765 | 0.143 | -0.798 | 0.316 | 0.200 | -0.240 | 0.645 | 0.140 | -0.802 | ABOVE_12 | 1 |
#read tail 10 last rows
covidicu_df.tail(10)
| PATIENT_VISIT_IDENTIFIER | AGE_ABOVE65 | AGE_PERCENTIL | GENDER | DISEASE GROUPING 1 | DISEASE GROUPING 2 | DISEASE GROUPING 3 | DISEASE GROUPING 4 | DISEASE GROUPING 5 | DISEASE GROUPING 6 | HTN | IMMUNOCOMPROMISED | OTHER | ALBUMIN_MEDIAN | ALBUMIN_MEAN | ALBUMIN_MIN | ALBUMIN_MAX | ALBUMIN_DIFF | BE_ARTERIAL_MEDIAN | BE_ARTERIAL_MEAN | BE_ARTERIAL_MIN | BE_ARTERIAL_MAX | BE_ARTERIAL_DIFF | BE_VENOUS_MEDIAN | BE_VENOUS_MEAN | BE_VENOUS_MIN | BE_VENOUS_MAX | BE_VENOUS_DIFF | BIC_ARTERIAL_MEDIAN | BIC_ARTERIAL_MEAN | BIC_ARTERIAL_MIN | BIC_ARTERIAL_MAX | BIC_ARTERIAL_DIFF | BIC_VENOUS_MEDIAN | BIC_VENOUS_MEAN | BIC_VENOUS_MIN | BIC_VENOUS_MAX | BIC_VENOUS_DIFF | BILLIRUBIN_MEDIAN | BILLIRUBIN_MEAN | BILLIRUBIN_MIN | BILLIRUBIN_MAX | BILLIRUBIN_DIFF | BLAST_MEDIAN | BLAST_MEAN | BLAST_MIN | BLAST_MAX | BLAST_DIFF | CALCIUM_MEDIAN | CALCIUM_MEAN | CALCIUM_MIN | CALCIUM_MAX | CALCIUM_DIFF | CREATININ_MEDIAN | CREATININ_MEAN | CREATININ_MIN | CREATININ_MAX | CREATININ_DIFF | FFA_MEDIAN | FFA_MEAN | FFA_MIN | FFA_MAX | FFA_DIFF | GGT_MEDIAN | GGT_MEAN | GGT_MIN | GGT_MAX | GGT_DIFF | GLUCOSE_MEDIAN | GLUCOSE_MEAN | GLUCOSE_MIN | GLUCOSE_MAX | GLUCOSE_DIFF | HEMATOCRITE_MEDIAN | HEMATOCRITE_MEAN | HEMATOCRITE_MIN | HEMATOCRITE_MAX | HEMATOCRITE_DIFF | HEMOGLOBIN_MEDIAN | HEMOGLOBIN_MEAN | HEMOGLOBIN_MIN | HEMOGLOBIN_MAX | HEMOGLOBIN_DIFF | INR_MEDIAN | INR_MEAN | INR_MIN | INR_MAX | INR_DIFF | LACTATE_MEDIAN | LACTATE_MEAN | LACTATE_MIN | LACTATE_MAX | LACTATE_DIFF | LEUKOCYTES_MEDIAN | LEUKOCYTES_MEAN | LEUKOCYTES_MIN | LEUKOCYTES_MAX | LEUKOCYTES_DIFF | LINFOCITOS_MEDIAN | LINFOCITOS_MEAN | LINFOCITOS_MIN | LINFOCITOS_MAX | LINFOCITOS_DIFF | NEUTROPHILES_MEDIAN | NEUTROPHILES_MEAN | NEUTROPHILES_MIN | NEUTROPHILES_MAX | NEUTROPHILES_DIFF | P02_ARTERIAL_MEDIAN | P02_ARTERIAL_MEAN | P02_ARTERIAL_MIN | P02_ARTERIAL_MAX | P02_ARTERIAL_DIFF | P02_VENOUS_MEDIAN | P02_VENOUS_MEAN | P02_VENOUS_MIN | P02_VENOUS_MAX | P02_VENOUS_DIFF | PC02_ARTERIAL_MEDIAN | PC02_ARTERIAL_MEAN | PC02_ARTERIAL_MIN | PC02_ARTERIAL_MAX | PC02_ARTERIAL_DIFF | PC02_VENOUS_MEDIAN | PC02_VENOUS_MEAN | PC02_VENOUS_MIN | PC02_VENOUS_MAX | PC02_VENOUS_DIFF | PCR_MEDIAN | PCR_MEAN | PCR_MIN | PCR_MAX | PCR_DIFF | PH_ARTERIAL_MEDIAN | PH_ARTERIAL_MEAN | PH_ARTERIAL_MIN | PH_ARTERIAL_MAX | PH_ARTERIAL_DIFF | PH_VENOUS_MEDIAN | PH_VENOUS_MEAN | PH_VENOUS_MIN | PH_VENOUS_MAX | PH_VENOUS_DIFF | PLATELETS_MEDIAN | PLATELETS_MEAN | PLATELETS_MIN | PLATELETS_MAX | PLATELETS_DIFF | POTASSIUM_MEDIAN | POTASSIUM_MEAN | POTASSIUM_MIN | POTASSIUM_MAX | POTASSIUM_DIFF | SAT02_ARTERIAL_MEDIAN | SAT02_ARTERIAL_MEAN | SAT02_ARTERIAL_MIN | SAT02_ARTERIAL_MAX | SAT02_ARTERIAL_DIFF | SAT02_VENOUS_MEDIAN | SAT02_VENOUS_MEAN | SAT02_VENOUS_MIN | SAT02_VENOUS_MAX | SAT02_VENOUS_DIFF | SODIUM_MEDIAN | SODIUM_MEAN | SODIUM_MIN | SODIUM_MAX | SODIUM_DIFF | TGO_MEDIAN | TGO_MEAN | TGO_MIN | TGO_MAX | TGO_DIFF | TGP_MEDIAN | TGP_MEAN | TGP_MIN | TGP_MAX | TGP_DIFF | TTPA_MEDIAN | TTPA_MEAN | TTPA_MIN | TTPA_MAX | TTPA_DIFF | UREA_MEDIAN | UREA_MEAN | UREA_MIN | UREA_MAX | UREA_DIFF | DIMER_MEDIAN | DIMER_MEAN | DIMER_MIN | DIMER_MAX | DIMER_DIFF | BLOODPRESSURE_DIASTOLIC_MEAN | BLOODPRESSURE_SISTOLIC_MEAN | HEART_RATE_MEAN | RESPIRATORY_RATE_MEAN | TEMPERATURE_MEAN | OXYGEN_SATURATION_MEAN | BLOODPRESSURE_DIASTOLIC_MEDIAN | BLOODPRESSURE_SISTOLIC_MEDIAN | HEART_RATE_MEDIAN | RESPIRATORY_RATE_MEDIAN | TEMPERATURE_MEDIAN | OXYGEN_SATURATION_MEDIAN | BLOODPRESSURE_DIASTOLIC_MIN | BLOODPRESSURE_SISTOLIC_MIN | HEART_RATE_MIN | RESPIRATORY_RATE_MIN | TEMPERATURE_MIN | OXYGEN_SATURATION_MIN | BLOODPRESSURE_DIASTOLIC_MAX | BLOODPRESSURE_SISTOLIC_MAX | HEART_RATE_MAX | RESPIRATORY_RATE_MAX | TEMPERATURE_MAX | OXYGEN_SATURATION_MAX | BLOODPRESSURE_DIASTOLIC_DIFF | BLOODPRESSURE_SISTOLIC_DIFF | HEART_RATE_DIFF | RESPIRATORY_RATE_DIFF | TEMPERATURE_DIFF | OXYGEN_SATURATION_DIFF | BLOODPRESSURE_DIASTOLIC_DIFF_REL | BLOODPRESSURE_SISTOLIC_DIFF_REL | HEART_RATE_DIFF_REL | RESPIRATORY_RATE_DIFF_REL | TEMPERATURE_DIFF_REL | OXYGEN_SATURATION_DIFF_REL | WINDOW | ICU | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1915 | 383 | 0 | 40th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0-2 | 0 |
| 1916 | 383 | 0 | 40th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.357 | 0.357 | 0.357 | 0.357 | -1.000 | -0.922 | -0.922 | -0.922 | -0.922 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.844 | -0.844 | -0.844 | -0.844 | -1.000 | -0.069 | -0.069 | -0.069 | -0.069 | -1.000 | -0.085 | -0.085 | -0.085 | -0.085 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.878 | -0.878 | -0.878 | -0.878 | -1.000 | -0.820 | -0.820 | -0.820 | -0.820 | -1.000 | -0.913 | -0.913 | -0.913 | -0.913 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | -0.704 | -1.000 | -0.779 | -0.779 | -0.779 | -0.779 | -1.000 | -0.755 | -0.755 | -0.755 | -0.755 | -1.000 | -0.804 | -0.804 | -0.804 | -0.804 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.623 | -0.623 | -0.623 | -0.623 | -1.000 | -0.556 | -0.556 | -0.556 | -0.556 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | 0.086 | 0.086 | 0.086 | 0.086 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.937 | -0.937 | -0.937 | -0.937 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 2-4 | 0 |
| 1917 | 383 | 0 | 40th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.086 | -0.231 | -0.302 | -0.661 | -0.107 | 0.737 | 0.086 | -0.231 | -0.302 | -0.655 | -0.107 | 0.737 | 0.237 | 0.000 | -0.179 | -0.571 | 0.319 | 0.899 | -0.248 | -0.459 | -0.448 | -0.697 | -0.275 | 0.737 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 4-6 | 0 |
| 1918 | 383 | 0 | 40th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | -0.160 | -0.538 | -0.189 | -0.525 | -0.107 | 0.684 | -0.160 | -0.538 | -0.189 | -0.517 | -0.107 | 0.684 | 0.031 | -0.250 | -0.077 | -0.429 | 0.319 | 0.879 | -0.419 | -0.676 | -0.358 | -0.576 | -0.275 | 0.684 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 6-12 | 0 |
| 1919 | 383 | 0 | 40th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.211 | 0.211 | 0.211 | 0.211 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.976 | -0.976 | -0.976 | -0.976 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.357 | 0.357 | 0.357 | 0.357 | -1.000 | -0.948 | -0.948 | -0.948 | -0.948 | -1.000 | -0.787 | -0.787 | -0.787 | -0.787 | -1.000 | -0.714 | -0.714 | -0.714 | -0.714 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.203 | -0.203 | -0.203 | -0.203 | -1.000 | -0.220 | -0.220 | -0.220 | -0.220 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.758 | -0.758 | -0.758 | -0.758 | -1.000 | -0.691 | -0.691 | -0.691 | -0.691 | -1.000 | -0.842 | -0.842 | -0.842 | -0.842 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | -0.704 | -1.000 | -0.779 | -0.779 | -0.779 | -0.779 | -1.000 | -0.755 | -0.755 | -0.755 | -0.755 | -1.000 | -0.869 | -0.869 | -0.869 | -0.869 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.183 | -0.183 | -0.183 | -0.183 | -1.000 | -0.481 | -0.481 | -0.481 | -0.481 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | 0.067 | 0.067 | 0.067 | 0.067 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.981 | -0.981 | -0.981 | -0.981 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.933 | -0.933 | -0.933 | -0.933 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | -0.083 | -0.479 | -0.190 | -0.541 | 0.036 | 0.706 | -0.160 | -0.538 | -0.189 | -0.517 | 0.000 | 0.737 | -0.175 | -0.375 | -0.419 | -0.714 | 0.165 | 0.798 | -0.077 | -0.470 | -0.030 | -0.394 | 0.043 | 0.895 | -0.478 | -0.644 | -0.359 | -0.588 | -0.571 | -0.838 | -0.553 | -0.586 | -0.557 | -0.573 | -0.573 | -0.839 | ABOVE_12 | 0 |
| 1920 | 384 | 0 | 50th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.012 | -0.292 | 0.057 | -0.525 | 0.536 | 0.789 | 0.012 | -0.292 | 0.057 | -0.517 | 0.536 | 0.789 | 0.175 | -0.050 | 0.145 | -0.429 | 0.714 | 0.919 | -0.299 | -0.503 | -0.164 | -0.576 | 0.246 | 0.789 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0-2 | 0 |
| 1921 | 384 | 0 | 50th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.717 | -0.717 | -0.717 | -0.717 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.982 | -0.982 | -0.982 | -0.982 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.245 | 0.245 | 0.245 | 0.245 | -1.000 | -0.935 | -0.935 | -0.935 | -0.935 | -1.000 | -0.783 | -0.783 | -0.783 | -0.783 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | -0.862 | -0.862 | -0.862 | -0.862 | -1.000 | -0.065 | -0.065 | -0.065 | -0.065 | -1.000 | -0.159 | -0.159 | -0.159 | -0.159 | -1.000 | -0.957 | -0.957 | -0.957 | -0.957 | -1.000 | -0.898 | -0.898 | -0.898 | -0.898 | -1.000 | -0.849 | -0.849 | -0.849 | -0.849 | -1.000 | -0.687 | -0.687 | -0.687 | -0.687 | -1.000 | -0.913 | -0.913 | -0.913 | -0.913 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.858 | -0.858 | -0.858 | -0.858 | -1.000 | -0.779 | -0.779 | -0.779 | -0.779 | -1.000 | -0.730 | -0.730 | -0.730 | -0.730 | -1.000 | -0.906 | -0.906 | -0.906 | -0.906 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.424 | 0.424 | 0.424 | 0.424 | -1.000 | -0.479 | -0.479 | -0.479 | -0.479 | -1.000 | -0.333 | -0.333 | -0.333 | -0.333 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | -0.333 | -0.333 | -0.333 | -0.333 | -1.000 | -0.086 | -0.086 | -0.086 | -0.086 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.992 | -0.992 | -0.992 | -0.992 | -1.000 | -0.869 | -0.869 | -0.869 | -0.869 | -1.000 | -0.880 | -0.880 | -0.880 | -0.880 | -1.000 | -0.980 | -0.980 | -0.980 | -0.980 | -1.000 | 0.086 | -0.385 | -0.113 | -0.593 | 0.143 | 0.579 | 0.086 | -0.385 | -0.113 | -0.586 | 0.143 | 0.579 | 0.237 | -0.125 | -0.009 | -0.500 | 0.473 | 0.838 | -0.248 | -0.568 | -0.299 | -0.636 | -0.072 | 0.579 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 2-4 | 0 |
| 1922 | 384 | 0 | 50th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.086 | -0.231 | -0.170 | -0.593 | 0.143 | 0.737 | 0.086 | -0.231 | -0.170 | -0.586 | 0.143 | 0.737 | 0.237 | 0.000 | -0.060 | -0.500 | 0.473 | 0.899 | -0.248 | -0.459 | -0.343 | -0.636 | -0.072 | 0.737 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 4-6 | 0 |
| 1923 | 384 | 0 | 50th | 1 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.210 | -0.385 | -0.189 | -0.661 | 0.286 | 0.474 | 0.210 | -0.385 | -0.189 | -0.655 | 0.286 | 0.474 | 0.340 | -0.125 | -0.077 | -0.571 | 0.560 | 0.798 | -0.162 | -0.568 | -0.358 | -0.697 | 0.043 | 0.474 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 6-12 | 0 |
| 1924 | 384 | 0 | 50th | 1 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.983 | -0.983 | -0.983 | -0.983 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.306 | 0.306 | 0.306 | 0.306 | -1.000 | -0.945 | -0.945 | -0.945 | -0.945 | -1.000 | -0.825 | -0.825 | -0.825 | -0.825 | -1.000 | -0.963 | -0.963 | -0.963 | -0.963 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.157 | -0.157 | -0.157 | -0.157 | -1.000 | -0.293 | -0.293 | -0.293 | -0.293 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.851 | -0.851 | -0.851 | -0.851 | -1.000 | -0.635 | -0.635 | -0.635 | -0.635 | -1.000 | -0.936 | -0.936 | -0.936 | -0.936 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | -0.704 | -1.000 | -0.779 | -0.779 | -0.779 | -0.779 | -1.000 | -0.755 | -0.755 | -0.755 | -0.755 | -1.000 | -0.801 | -0.801 | -0.801 | -0.801 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.463 | -0.463 | -0.463 | -0.463 | -1.000 | -0.444 | -0.444 | -0.444 | -0.444 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | 0.200 | 0.200 | 0.200 | 0.200 | -1.000 | -0.998 | -0.998 | -0.998 | -0.998 | -1.000 | -0.992 | -0.992 | -0.992 | -0.992 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.807 | -0.807 | -0.807 | -0.807 | -1.000 | -0.888 | -0.888 | -0.888 | -0.888 | -1.000 | -0.185 | -0.539 | -0.108 | -0.610 | 0.051 | 0.662 | -0.160 | -0.538 | -0.075 | -0.586 | 0.071 | 0.632 | -0.175 | -0.375 | -0.248 | -0.786 | 0.187 | 0.778 | -0.248 | -0.470 | -0.149 | -0.515 | 0.101 | 0.842 | -0.652 | -0.644 | -0.634 | -0.647 | -0.548 | -0.838 | -0.702 | -0.586 | -0.764 | -0.613 | -0.551 | -0.835 | ABOVE_12 | 0 |
#characteristics of features
covidicu_df.describe()
| PATIENT_VISIT_IDENTIFIER | AGE_ABOVE65 | GENDER | DISEASE GROUPING 1 | DISEASE GROUPING 2 | DISEASE GROUPING 3 | DISEASE GROUPING 4 | DISEASE GROUPING 5 | DISEASE GROUPING 6 | HTN | IMMUNOCOMPROMISED | OTHER | ALBUMIN_MEDIAN | ALBUMIN_MEAN | ALBUMIN_MIN | ALBUMIN_MAX | ALBUMIN_DIFF | BE_ARTERIAL_MEDIAN | BE_ARTERIAL_MEAN | BE_ARTERIAL_MIN | BE_ARTERIAL_MAX | BE_ARTERIAL_DIFF | BE_VENOUS_MEDIAN | BE_VENOUS_MEAN | BE_VENOUS_MIN | BE_VENOUS_MAX | BE_VENOUS_DIFF | BIC_ARTERIAL_MEDIAN | BIC_ARTERIAL_MEAN | BIC_ARTERIAL_MIN | BIC_ARTERIAL_MAX | BIC_ARTERIAL_DIFF | BIC_VENOUS_MEDIAN | BIC_VENOUS_MEAN | BIC_VENOUS_MIN | BIC_VENOUS_MAX | BIC_VENOUS_DIFF | BILLIRUBIN_MEDIAN | BILLIRUBIN_MEAN | BILLIRUBIN_MIN | BILLIRUBIN_MAX | BILLIRUBIN_DIFF | BLAST_MEDIAN | BLAST_MEAN | BLAST_MIN | BLAST_MAX | BLAST_DIFF | CALCIUM_MEDIAN | CALCIUM_MEAN | CALCIUM_MIN | CALCIUM_MAX | CALCIUM_DIFF | CREATININ_MEDIAN | CREATININ_MEAN | CREATININ_MIN | CREATININ_MAX | CREATININ_DIFF | FFA_MEDIAN | FFA_MEAN | FFA_MIN | FFA_MAX | FFA_DIFF | GGT_MEDIAN | GGT_MEAN | GGT_MIN | GGT_MAX | GGT_DIFF | GLUCOSE_MEDIAN | GLUCOSE_MEAN | GLUCOSE_MIN | GLUCOSE_MAX | GLUCOSE_DIFF | HEMATOCRITE_MEDIAN | HEMATOCRITE_MEAN | HEMATOCRITE_MIN | HEMATOCRITE_MAX | HEMATOCRITE_DIFF | HEMOGLOBIN_MEDIAN | HEMOGLOBIN_MEAN | HEMOGLOBIN_MIN | HEMOGLOBIN_MAX | HEMOGLOBIN_DIFF | INR_MEDIAN | INR_MEAN | INR_MIN | INR_MAX | INR_DIFF | LACTATE_MEDIAN | LACTATE_MEAN | LACTATE_MIN | LACTATE_MAX | LACTATE_DIFF | LEUKOCYTES_MEDIAN | LEUKOCYTES_MEAN | LEUKOCYTES_MIN | LEUKOCYTES_MAX | LEUKOCYTES_DIFF | LINFOCITOS_MEDIAN | LINFOCITOS_MEAN | LINFOCITOS_MIN | LINFOCITOS_MAX | LINFOCITOS_DIFF | NEUTROPHILES_MEDIAN | NEUTROPHILES_MEAN | NEUTROPHILES_MIN | NEUTROPHILES_MAX | NEUTROPHILES_DIFF | P02_ARTERIAL_MEDIAN | P02_ARTERIAL_MEAN | P02_ARTERIAL_MIN | P02_ARTERIAL_MAX | P02_ARTERIAL_DIFF | P02_VENOUS_MEDIAN | P02_VENOUS_MEAN | P02_VENOUS_MIN | P02_VENOUS_MAX | P02_VENOUS_DIFF | PC02_ARTERIAL_MEDIAN | PC02_ARTERIAL_MEAN | PC02_ARTERIAL_MIN | PC02_ARTERIAL_MAX | PC02_ARTERIAL_DIFF | PC02_VENOUS_MEDIAN | PC02_VENOUS_MEAN | PC02_VENOUS_MIN | PC02_VENOUS_MAX | PC02_VENOUS_DIFF | PCR_MEDIAN | PCR_MEAN | PCR_MIN | PCR_MAX | PCR_DIFF | PH_ARTERIAL_MEDIAN | PH_ARTERIAL_MEAN | PH_ARTERIAL_MIN | PH_ARTERIAL_MAX | PH_ARTERIAL_DIFF | PH_VENOUS_MEDIAN | PH_VENOUS_MEAN | PH_VENOUS_MIN | PH_VENOUS_MAX | PH_VENOUS_DIFF | PLATELETS_MEDIAN | PLATELETS_MEAN | PLATELETS_MIN | PLATELETS_MAX | PLATELETS_DIFF | POTASSIUM_MEDIAN | POTASSIUM_MEAN | POTASSIUM_MIN | POTASSIUM_MAX | POTASSIUM_DIFF | SAT02_ARTERIAL_MEDIAN | SAT02_ARTERIAL_MEAN | SAT02_ARTERIAL_MIN | SAT02_ARTERIAL_MAX | SAT02_ARTERIAL_DIFF | SAT02_VENOUS_MEDIAN | SAT02_VENOUS_MEAN | SAT02_VENOUS_MIN | SAT02_VENOUS_MAX | SAT02_VENOUS_DIFF | SODIUM_MEDIAN | SODIUM_MEAN | SODIUM_MIN | SODIUM_MAX | SODIUM_DIFF | TGO_MEDIAN | TGO_MEAN | TGO_MIN | TGO_MAX | TGO_DIFF | TGP_MEDIAN | TGP_MEAN | TGP_MIN | TGP_MAX | TGP_DIFF | TTPA_MEDIAN | TTPA_MEAN | TTPA_MIN | TTPA_MAX | TTPA_DIFF | UREA_MEDIAN | UREA_MEAN | UREA_MIN | UREA_MAX | UREA_DIFF | DIMER_MEDIAN | DIMER_MEAN | DIMER_MIN | DIMER_MAX | DIMER_DIFF | BLOODPRESSURE_DIASTOLIC_MEAN | BLOODPRESSURE_SISTOLIC_MEAN | HEART_RATE_MEAN | RESPIRATORY_RATE_MEAN | TEMPERATURE_MEAN | OXYGEN_SATURATION_MEAN | BLOODPRESSURE_DIASTOLIC_MEDIAN | BLOODPRESSURE_SISTOLIC_MEDIAN | HEART_RATE_MEDIAN | RESPIRATORY_RATE_MEDIAN | TEMPERATURE_MEDIAN | OXYGEN_SATURATION_MEDIAN | BLOODPRESSURE_DIASTOLIC_MIN | BLOODPRESSURE_SISTOLIC_MIN | HEART_RATE_MIN | RESPIRATORY_RATE_MIN | TEMPERATURE_MIN | OXYGEN_SATURATION_MIN | BLOODPRESSURE_DIASTOLIC_MAX | BLOODPRESSURE_SISTOLIC_MAX | HEART_RATE_MAX | RESPIRATORY_RATE_MAX | TEMPERATURE_MAX | OXYGEN_SATURATION_MAX | BLOODPRESSURE_DIASTOLIC_DIFF | BLOODPRESSURE_SISTOLIC_DIFF | HEART_RATE_DIFF | RESPIRATORY_RATE_DIFF | TEMPERATURE_DIFF | OXYGEN_SATURATION_DIFF | BLOODPRESSURE_DIASTOLIC_DIFF_REL | BLOODPRESSURE_SISTOLIC_DIFF_REL | HEART_RATE_DIFF_REL | RESPIRATORY_RATE_DIFF_REL | TEMPERATURE_DIFF_REL | OXYGEN_SATURATION_DIFF_REL | ICU | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | 1925.000 | 1925.000 | 1925.000 | 1920.000 | 1920.000 | 1920.000 | 1920.000 | 1920.000 | 1920.000 | 1920.000 | 1920.000 | 1920.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 821.000 | 1240.000 | 1240.000 | 1240.000 | 1177.000 | 1231.000 | 1239.000 | 1240.000 | 1240.000 | 1240.000 | 1177.000 | 1231.000 | 1239.000 | 1240.000 | 1240.000 | 1240.000 | 1177.000 | 1231.000 | 1239.000 | 1240.000 | 1240.000 | 1240.000 | 1177.000 | 1231.000 | 1239.000 | 1240.000 | 1240.000 | 1240.000 | 1177.000 | 1231.000 | 1239.000 | 1240.000 | 1240.000 | 1240.000 | 1177.000 | 1231.000 | 1239.000 | 1925.000 |
| mean | 192.000 | 0.468 | 0.369 | 0.108 | 0.028 | 0.098 | 0.020 | 0.128 | 0.047 | 0.213 | 0.158 | 0.810 | 0.529 | 0.529 | 0.529 | 0.529 | -1.000 | -0.963 | -0.963 | -0.963 | -0.963 | -1.000 | -0.931 | -0.931 | -0.931 | -0.931 | -1.000 | -0.311 | -0.311 | -0.311 | -0.311 | -1.000 | -0.312 | -0.312 | -0.312 | -0.312 | -1.000 | -0.946 | -0.946 | -0.946 | -0.946 | -1.000 | -0.994 | -0.994 | -0.994 | -0.994 | -1.000 | 0.330 | 0.330 | 0.330 | 0.330 | -1.000 | -0.891 | -0.891 | -0.891 | -0.891 | -1.000 | -0.723 | -0.723 | -0.723 | -0.723 | -1.000 | -0.920 | -0.920 | -0.920 | -0.920 | -1.000 | -0.862 | -0.862 | -0.862 | -0.862 | -1.000 | -0.161 | -0.161 | -0.161 | -0.161 | -1.000 | -0.202 | -0.202 | -0.202 | -0.202 | -1.000 | -0.937 | -0.937 | -0.937 | -0.937 | -1.000 | 0.267 | 0.267 | 0.267 | 0.267 | -1.000 | -0.741 | -0.741 | -0.741 | -0.741 | -1.000 | -0.710 | -0.710 | -0.710 | -0.710 | -1.000 | -0.813 | -0.813 | -0.813 | -0.813 | -1.000 | -0.176 | -0.176 | -0.176 | -0.176 | -1.000 | -0.675 | -0.675 | -0.675 | -0.675 | -1.000 | -0.778 | -0.778 | -0.778 | -0.778 | -1.000 | -0.756 | -0.756 | -0.756 | -0.756 | -1.000 | -0.846 | -0.846 | -0.846 | -0.846 | -1.000 | 0.237 | 0.237 | 0.237 | 0.237 | -1.000 | 0.369 | 0.369 | 0.369 | 0.369 | -1.000 | -0.414 | -0.414 | -0.414 | -0.414 | -1.000 | -0.526 | -0.526 | -0.526 | -0.526 | -1.000 | 0.914 | 0.914 | 0.914 | 0.914 | -1.000 | 0.332 | 0.332 | 0.332 | 0.332 | -1.000 | -0.053 | -0.053 | -0.053 | -0.053 | -1.000 | -0.991 | -0.991 | -0.991 | -0.991 | -1.000 | -0.982 | -0.982 | -0.982 | -0.982 | -1.000 | -0.822 | -0.822 | -0.822 | -0.822 | -1.000 | -0.830 | -0.830 | -0.830 | -0.830 | -1.000 | -0.954 | -0.954 | -0.954 | -0.954 | -1.000 | -0.094 | -0.333 | -0.265 | -0.439 | 0.067 | 0.743 | -0.098 | -0.338 | -0.269 | -0.435 | 0.064 | 0.749 | -0.041 | -0.208 | -0.265 | -0.483 | 0.327 | 0.818 | -0.235 | -0.400 | -0.282 | -0.317 | 0.015 | 0.819 | -0.752 | -0.728 | -0.754 | -0.704 | -0.770 | -0.887 | -0.787 | -0.716 | -0.818 | -0.719 | -0.771 | -0.887 | 0.268 |
| std | 111.168 | 0.499 | 0.483 | 0.311 | 0.165 | 0.297 | 0.139 | 0.334 | 0.211 | 0.410 | 0.365 | 0.392 | 0.224 | 0.224 | 0.224 | 0.224 | 0.000 | 0.161 | 0.161 | 0.161 | 0.161 | 0.000 | 0.170 | 0.170 | 0.170 | 0.170 | 0.000 | 0.100 | 0.100 | 0.100 | 0.100 | 0.000 | 0.119 | 0.119 | 0.119 | 0.119 | 0.000 | 0.077 | 0.077 | 0.077 | 0.077 | 0.000 | 0.098 | 0.098 | 0.098 | 0.098 | 0.000 | 0.126 | 0.126 | 0.126 | 0.126 | 0.000 | 0.116 | 0.116 | 0.116 | 0.116 | 0.000 | 0.171 | 0.171 | 0.171 | 0.171 | 0.000 | 0.152 | 0.152 | 0.152 | 0.152 | 0.000 | 0.116 | 0.116 | 0.116 | 0.116 | 0.000 | 0.239 | 0.239 | 0.239 | 0.239 | 0.000 | 0.254 | 0.254 | 0.254 | 0.254 | 0.000 | 0.086 | 0.086 | 0.086 | 0.086 | 0.000 | 0.924 | 0.924 | 0.924 | 0.924 | 0.000 | 0.149 | 0.149 | 0.149 | 0.149 | 0.000 | 0.168 | 0.168 | 0.168 | 0.168 | 0.000 | 0.146 | 0.146 | 0.146 | 0.146 | 0.000 | 0.158 | 0.158 | 0.158 | 0.158 | 0.000 | 0.152 | 0.152 | 0.152 | 0.152 | 0.000 | 0.073 | 0.073 | 0.073 | 0.073 | 0.000 | 0.095 | 0.095 | 0.095 | 0.095 | 0.000 | 0.245 | 0.245 | 0.245 | 0.245 | 0.000 | 0.130 | 0.130 | 0.130 | 0.130 | 0.000 | 0.131 | 0.131 | 0.131 | 0.131 | 0.000 | 0.274 | 0.274 | 0.274 | 0.274 | 0.000 | 0.189 | 0.189 | 0.189 | 0.189 | 0.000 | 0.150 | 0.150 | 0.150 | 0.150 | 0.000 | 0.305 | 0.305 | 0.305 | 0.305 | 0.000 | 0.206 | 0.206 | 0.206 | 0.206 | 0.000 | 0.075 | 0.075 | 0.075 | 0.075 | 0.000 | 0.072 | 0.072 | 0.072 | 0.072 | 0.000 | 0.115 | 0.115 | 0.115 | 0.115 | 0.000 | 0.151 | 0.151 | 0.151 | 0.151 | 0.000 | 0.124 | 0.124 | 0.124 | 0.124 | 0.000 | 0.252 | 0.274 | 0.247 | 0.217 | 0.243 | 0.133 | 0.258 | 0.278 | 0.253 | 0.226 | 0.249 | 0.126 | 0.281 | 0.278 | 0.273 | 0.278 | 0.216 | 0.283 | 0.271 | 0.288 | 0.296 | 0.403 | 0.276 | 0.141 | 0.364 | 0.409 | 0.366 | 0.482 | 0.319 | 0.296 | 0.325 | 0.419 | 0.270 | 0.447 | 0.318 | 0.297 | 0.443 |
| min | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.000 |
| 25% | 96.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.967 | -0.967 | -0.967 | -0.967 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.306 | 0.306 | 0.306 | 0.306 | -1.000 | -0.931 | -0.931 | -0.931 | -0.931 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.291 | -0.291 | -0.291 | -0.291 | -1.000 | -0.341 | -0.341 | -0.341 | -0.341 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | -0.895 | -0.895 | -0.895 | -0.895 | -1.000 | -0.832 | -0.832 | -0.832 | -0.832 | -1.000 | -0.828 | -0.828 | -0.828 | -0.828 | -1.000 | -0.897 | -0.897 | -0.897 | -0.897 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | -0.704 | -1.000 | -0.779 | -0.779 | -0.779 | -0.779 | -1.000 | -0.755 | -0.755 | -0.755 | -0.755 | -1.000 | -0.982 | -0.982 | -0.982 | -0.982 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.605 | -0.605 | -0.605 | -0.605 | -1.000 | -0.630 | -0.630 | -0.630 | -0.630 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | -0.143 | -0.143 | -0.143 | -0.143 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.994 | -0.994 | -0.994 | -0.994 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.899 | -0.899 | -0.899 | -0.899 | -1.000 | -0.979 | -0.979 | -0.979 | -0.979 | -1.000 | -0.263 | -0.523 | -0.421 | -0.553 | -0.103 | 0.684 | -0.284 | -0.538 | -0.434 | -0.517 | -0.107 | 0.684 | -0.196 | -0.375 | -0.453 | -0.643 | 0.187 | 0.818 | -0.419 | -0.578 | -0.478 | -0.576 | -0.188 | 0.737 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.000 |
| 50% | 192.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.357 | 0.357 | 0.357 | 0.357 | -1.000 | -0.909 | -0.909 | -0.909 | -0.909 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.132 | -0.132 | -0.132 | -0.132 | -1.000 | -0.183 | -0.183 | -0.183 | -0.183 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.774 | -0.774 | -0.774 | -0.774 | -1.000 | -0.737 | -0.737 | -0.737 | -0.737 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | -0.704 | -1.000 | -0.779 | -0.779 | -0.779 | -0.779 | -1.000 | -0.755 | -0.755 | -0.755 | -0.755 | -1.000 | -0.943 | -0.943 | -0.943 | -0.943 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.463 | -0.463 | -0.463 | -0.463 | -1.000 | -0.519 | -0.519 | -0.519 | -0.519 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | -0.029 | -0.029 | -0.029 | -0.029 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.875 | -0.875 | -0.875 | -0.875 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | -0.100 | -0.374 | -0.283 | -0.503 | 0.036 | 0.737 | -0.136 | -0.385 | -0.283 | -0.517 | 0.036 | 0.737 | -0.031 | -0.250 | -0.282 | -0.500 | 0.319 | 0.879 | -0.248 | -0.459 | -0.328 | -0.455 | -0.014 | 0.842 | -1.000 | -0.988 | -0.985 | -1.000 | -0.976 | -0.980 | -1.000 | -0.985 | -0.990 | -1.000 | -0.976 | -0.980 | 0.000 |
| 75% | 288.000 | 1.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.958 | -0.958 | -0.958 | -0.958 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.357 | 0.357 | 0.357 | 0.357 | -1.000 | -0.887 | -0.887 | -0.887 | -0.887 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.957 | -0.957 | -0.957 | -0.957 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.002 | -0.002 | -0.002 | -0.002 | -1.000 | -0.024 | -0.024 | -0.024 | -0.024 | -1.000 | -0.932 | -0.932 | -0.932 | -0.932 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.703 | -0.703 | -0.703 | -0.703 | -1.000 | -0.614 | -0.614 | -0.614 | -0.614 | -1.000 | -0.780 | -0.780 | -0.780 | -0.780 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | -0.704 | -1.000 | -0.779 | -0.779 | -0.779 | -0.779 | -1.000 | -0.755 | -0.755 | -0.755 | -0.755 | -1.000 | -0.815 | -0.815 | -0.815 | -0.815 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.228 | -0.228 | -0.228 | -0.228 | -1.000 | -0.444 | -0.444 | -0.444 | -0.444 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | 0.067 | 0.067 | 0.067 | 0.067 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | -0.985 | -0.985 | -0.985 | -0.985 | -1.000 | -0.837 | -0.837 | -0.837 | -0.837 | -1.000 | -0.812 | -0.812 | -0.812 | -0.812 | -1.000 | -0.968 | -0.968 | -0.968 | -0.968 | -1.000 | 0.086 | -0.185 | -0.132 | -0.383 | 0.206 | 0.824 | 0.086 | -0.200 | -0.132 | -0.379 | 0.196 | 0.842 | 0.175 | -0.050 | -0.094 | -0.357 | 0.473 | 0.919 | -0.077 | -0.243 | -0.119 | -0.212 | 0.217 | 0.895 | -0.565 | -0.558 | -0.542 | -0.647 | -0.595 | -0.879 | -0.645 | -0.522 | -0.663 | -0.634 | -0.595 | -0.880 | 1.000 |
| max | 384.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 | 1.000 |
<table style="border-bottom: 1px solid #ddd>
#features data types
covidicu_df.dtypes
PATIENT_VISIT_IDENTIFIER int64 AGE_ABOVE65 int64 AGE_PERCENTIL object GENDER int64 DISEASE GROUPING 1 float64 DISEASE GROUPING 2 float64 DISEASE GROUPING 3 float64 DISEASE GROUPING 4 float64 DISEASE GROUPING 5 float64 DISEASE GROUPING 6 float64 HTN float64 IMMUNOCOMPROMISED float64 OTHER float64 ALBUMIN_MEDIAN float64 ALBUMIN_MEAN float64 ALBUMIN_MIN float64 ALBUMIN_MAX float64 ALBUMIN_DIFF float64 BE_ARTERIAL_MEDIAN float64 BE_ARTERIAL_MEAN float64 BE_ARTERIAL_MIN float64 BE_ARTERIAL_MAX float64 BE_ARTERIAL_DIFF float64 BE_VENOUS_MEDIAN float64 BE_VENOUS_MEAN float64 BE_VENOUS_MIN float64 BE_VENOUS_MAX float64 BE_VENOUS_DIFF float64 BIC_ARTERIAL_MEDIAN float64 BIC_ARTERIAL_MEAN float64 BIC_ARTERIAL_MIN float64 BIC_ARTERIAL_MAX float64 BIC_ARTERIAL_DIFF float64 BIC_VENOUS_MEDIAN float64 BIC_VENOUS_MEAN float64 BIC_VENOUS_MIN float64 BIC_VENOUS_MAX float64 BIC_VENOUS_DIFF float64 BILLIRUBIN_MEDIAN float64 BILLIRUBIN_MEAN float64 BILLIRUBIN_MIN float64 BILLIRUBIN_MAX float64 BILLIRUBIN_DIFF float64 BLAST_MEDIAN float64 BLAST_MEAN float64 BLAST_MIN float64 BLAST_MAX float64 BLAST_DIFF float64 CALCIUM_MEDIAN float64 CALCIUM_MEAN float64 CALCIUM_MIN float64 CALCIUM_MAX float64 CALCIUM_DIFF float64 CREATININ_MEDIAN float64 CREATININ_MEAN float64 CREATININ_MIN float64 CREATININ_MAX float64 CREATININ_DIFF float64 FFA_MEDIAN float64 FFA_MEAN float64 FFA_MIN float64 FFA_MAX float64 FFA_DIFF float64 GGT_MEDIAN float64 GGT_MEAN float64 GGT_MIN float64 GGT_MAX float64 GGT_DIFF float64 GLUCOSE_MEDIAN float64 GLUCOSE_MEAN float64 GLUCOSE_MIN float64 GLUCOSE_MAX float64 GLUCOSE_DIFF float64 HEMATOCRITE_MEDIAN float64 HEMATOCRITE_MEAN float64 HEMATOCRITE_MIN float64 HEMATOCRITE_MAX float64 HEMATOCRITE_DIFF float64 HEMOGLOBIN_MEDIAN float64 HEMOGLOBIN_MEAN float64 HEMOGLOBIN_MIN float64 HEMOGLOBIN_MAX float64 HEMOGLOBIN_DIFF float64 INR_MEDIAN float64 INR_MEAN float64 INR_MIN float64 INR_MAX float64 INR_DIFF float64 LACTATE_MEDIAN float64 LACTATE_MEAN float64 LACTATE_MIN float64 LACTATE_MAX float64 LACTATE_DIFF float64 LEUKOCYTES_MEDIAN float64 LEUKOCYTES_MEAN float64 LEUKOCYTES_MIN float64 LEUKOCYTES_MAX float64 LEUKOCYTES_DIFF float64 LINFOCITOS_MEDIAN float64 LINFOCITOS_MEAN float64 LINFOCITOS_MIN float64 LINFOCITOS_MAX float64 LINFOCITOS_DIFF float64 NEUTROPHILES_MEDIAN float64 NEUTROPHILES_MEAN float64 NEUTROPHILES_MIN float64 NEUTROPHILES_MAX float64 NEUTROPHILES_DIFF float64 P02_ARTERIAL_MEDIAN float64 P02_ARTERIAL_MEAN float64 P02_ARTERIAL_MIN float64 P02_ARTERIAL_MAX float64 P02_ARTERIAL_DIFF float64 P02_VENOUS_MEDIAN float64 P02_VENOUS_MEAN float64 P02_VENOUS_MIN float64 P02_VENOUS_MAX float64 P02_VENOUS_DIFF float64 PC02_ARTERIAL_MEDIAN float64 PC02_ARTERIAL_MEAN float64 PC02_ARTERIAL_MIN float64 PC02_ARTERIAL_MAX float64 PC02_ARTERIAL_DIFF float64 PC02_VENOUS_MEDIAN float64 PC02_VENOUS_MEAN float64 PC02_VENOUS_MIN float64 PC02_VENOUS_MAX float64 PC02_VENOUS_DIFF float64 PCR_MEDIAN float64 PCR_MEAN float64 PCR_MIN float64 PCR_MAX float64 PCR_DIFF float64 PH_ARTERIAL_MEDIAN float64 PH_ARTERIAL_MEAN float64 PH_ARTERIAL_MIN float64 PH_ARTERIAL_MAX float64 PH_ARTERIAL_DIFF float64 PH_VENOUS_MEDIAN float64 PH_VENOUS_MEAN float64 PH_VENOUS_MIN float64 PH_VENOUS_MAX float64 PH_VENOUS_DIFF float64 PLATELETS_MEDIAN float64 PLATELETS_MEAN float64 PLATELETS_MIN float64 PLATELETS_MAX float64 PLATELETS_DIFF float64 POTASSIUM_MEDIAN float64 POTASSIUM_MEAN float64 POTASSIUM_MIN float64 POTASSIUM_MAX float64 POTASSIUM_DIFF float64 SAT02_ARTERIAL_MEDIAN float64 SAT02_ARTERIAL_MEAN float64 SAT02_ARTERIAL_MIN float64 SAT02_ARTERIAL_MAX float64 SAT02_ARTERIAL_DIFF float64 SAT02_VENOUS_MEDIAN float64 SAT02_VENOUS_MEAN float64 SAT02_VENOUS_MIN float64 SAT02_VENOUS_MAX float64 SAT02_VENOUS_DIFF float64 SODIUM_MEDIAN float64 SODIUM_MEAN float64 SODIUM_MIN float64 SODIUM_MAX float64 SODIUM_DIFF float64 TGO_MEDIAN float64 TGO_MEAN float64 TGO_MIN float64 TGO_MAX float64 TGO_DIFF float64 TGP_MEDIAN float64 TGP_MEAN float64 TGP_MIN float64 TGP_MAX float64 TGP_DIFF float64 TTPA_MEDIAN float64 TTPA_MEAN float64 TTPA_MIN float64 TTPA_MAX float64 TTPA_DIFF float64 UREA_MEDIAN float64 UREA_MEAN float64 UREA_MIN float64 UREA_MAX float64 UREA_DIFF float64 DIMER_MEDIAN float64 DIMER_MEAN float64 DIMER_MIN float64 DIMER_MAX float64 DIMER_DIFF float64 BLOODPRESSURE_DIASTOLIC_MEAN float64 BLOODPRESSURE_SISTOLIC_MEAN float64 HEART_RATE_MEAN float64 RESPIRATORY_RATE_MEAN float64 TEMPERATURE_MEAN float64 OXYGEN_SATURATION_MEAN float64 BLOODPRESSURE_DIASTOLIC_MEDIAN float64 BLOODPRESSURE_SISTOLIC_MEDIAN float64 HEART_RATE_MEDIAN float64 RESPIRATORY_RATE_MEDIAN float64 TEMPERATURE_MEDIAN float64 OXYGEN_SATURATION_MEDIAN float64 BLOODPRESSURE_DIASTOLIC_MIN float64 BLOODPRESSURE_SISTOLIC_MIN float64 HEART_RATE_MIN float64 RESPIRATORY_RATE_MIN float64 TEMPERATURE_MIN float64 OXYGEN_SATURATION_MIN float64 BLOODPRESSURE_DIASTOLIC_MAX float64 BLOODPRESSURE_SISTOLIC_MAX float64 HEART_RATE_MAX float64 RESPIRATORY_RATE_MAX float64 TEMPERATURE_MAX float64 OXYGEN_SATURATION_MAX float64 BLOODPRESSURE_DIASTOLIC_DIFF float64 BLOODPRESSURE_SISTOLIC_DIFF float64 HEART_RATE_DIFF float64 RESPIRATORY_RATE_DIFF float64 TEMPERATURE_DIFF float64 OXYGEN_SATURATION_DIFF float64 BLOODPRESSURE_DIASTOLIC_DIFF_REL float64 BLOODPRESSURE_SISTOLIC_DIFF_REL float64 HEART_RATE_DIFF_REL float64 RESPIRATORY_RATE_DIFF_REL float64 TEMPERATURE_DIFF_REL float64 OXYGEN_SATURATION_DIFF_REL float64 WINDOW object ICU int64 dtype: object
Note that only PATIENT_VISIT_IDENTIFIER, AGE_ABOVE65, GENDER, and ICU are INT64 type. AGE_PERCENTIL AND WINDOW are type OBJECT. All other features are FLOAT64.
#obtain the
mode1 = covid_icu_df['DISEASE GROUPING 1'].mode()
print(mode1)
0 0.000 Name: DISEASE GROUPING 1, dtype: float64
#for columns DISEASE GROUPING complete NaN cells to the mode
covid_icu_df['DISEASE GROUPING 1']= covid_icu_df['DISEASE GROUPING 1'].fillna(covid_icu_df['DISEASE GROUPING 1'].mode()[0])
covid_icu_df['DISEASE GROUPING 2']= covid_icu_df['DISEASE GROUPING 2'].fillna(covid_icu_df['DISEASE GROUPING 2'].mode()[0])
covid_icu_df['DISEASE GROUPING 3']= covid_icu_df['DISEASE GROUPING 3'].fillna(covid_icu_df['DISEASE GROUPING 3'].mode()[0])
covid_icu_df['DISEASE GROUPING 4']= covid_icu_df['DISEASE GROUPING 4'].fillna(covid_icu_df['DISEASE GROUPING 4'].mode()[0])
covid_icu_df['DISEASE GROUPING 5']= covid_icu_df['DISEASE GROUPING 5'].fillna(covid_icu_df['DISEASE GROUPING 5'].mode()[0])
covid_icu_df['DISEASE GROUPING 6']= covid_icu_df['DISEASE GROUPING 6'].fillna(covid_icu_df['DISEASE GROUPING 6'].mode()[0])
covid_icu_df.isnull().sum().to_frame()
| 0 | |
|---|---|
| PATIENT_VISIT_IDENTIFIER | 0 |
| AGE_ABOVE65 | 0 |
| AGE_PERCENTIL | 0 |
| GENDER | 0 |
| DISEASE GROUPING 1 | 0 |
| DISEASE GROUPING 2 | 0 |
| DISEASE GROUPING 3 | 0 |
| DISEASE GROUPING 4 | 0 |
| DISEASE GROUPING 5 | 0 |
| DISEASE GROUPING 6 | 0 |
| HTN | 5 |
| IMMUNOCOMPROMISED | 5 |
| OTHER | 5 |
| ALBUMIN_MEDIAN | 1104 |
| ALBUMIN_MEAN | 1104 |
| ALBUMIN_MIN | 1104 |
| ALBUMIN_MAX | 1104 |
| ALBUMIN_DIFF | 1104 |
| BE_ARTERIAL_MEDIAN | 1104 |
| BE_ARTERIAL_MEAN | 1104 |
| BE_ARTERIAL_MIN | 1104 |
| BE_ARTERIAL_MAX | 1104 |
| BE_ARTERIAL_DIFF | 1104 |
| BE_VENOUS_MEDIAN | 1104 |
| BE_VENOUS_MEAN | 1104 |
| BE_VENOUS_MIN | 1104 |
| BE_VENOUS_MAX | 1104 |
| BE_VENOUS_DIFF | 1104 |
| BIC_ARTERIAL_MEDIAN | 1104 |
| BIC_ARTERIAL_MEAN | 1104 |
| BIC_ARTERIAL_MIN | 1104 |
| BIC_ARTERIAL_MAX | 1104 |
| BIC_ARTERIAL_DIFF | 1104 |
| BIC_VENOUS_MEDIAN | 1104 |
| BIC_VENOUS_MEAN | 1104 |
| BIC_VENOUS_MIN | 1104 |
| BIC_VENOUS_MAX | 1104 |
| BIC_VENOUS_DIFF | 1104 |
| BILLIRUBIN_MEDIAN | 1104 |
| BILLIRUBIN_MEAN | 1104 |
| BILLIRUBIN_MIN | 1104 |
| BILLIRUBIN_MAX | 1104 |
| BILLIRUBIN_DIFF | 1104 |
| BLAST_MEDIAN | 1104 |
| BLAST_MEAN | 1104 |
| BLAST_MIN | 1104 |
| BLAST_MAX | 1104 |
| BLAST_DIFF | 1104 |
| CALCIUM_MEDIAN | 1104 |
| CALCIUM_MEAN | 1104 |
| CALCIUM_MIN | 1104 |
| CALCIUM_MAX | 1104 |
| CALCIUM_DIFF | 1104 |
| CREATININ_MEDIAN | 1104 |
| CREATININ_MEAN | 1104 |
| CREATININ_MIN | 1104 |
| CREATININ_MAX | 1104 |
| CREATININ_DIFF | 1104 |
| FFA_MEDIAN | 1104 |
| FFA_MEAN | 1104 |
| FFA_MIN | 1104 |
| FFA_MAX | 1104 |
| FFA_DIFF | 1104 |
| GGT_MEDIAN | 1104 |
| GGT_MEAN | 1104 |
| GGT_MIN | 1104 |
| GGT_MAX | 1104 |
| GGT_DIFF | 1104 |
| GLUCOSE_MEDIAN | 1104 |
| GLUCOSE_MEAN | 1104 |
| GLUCOSE_MIN | 1104 |
| GLUCOSE_MAX | 1104 |
| GLUCOSE_DIFF | 1104 |
| HEMATOCRITE_MEDIAN | 1104 |
| HEMATOCRITE_MEAN | 1104 |
| HEMATOCRITE_MIN | 1104 |
| HEMATOCRITE_MAX | 1104 |
| HEMATOCRITE_DIFF | 1104 |
| HEMOGLOBIN_MEDIAN | 1104 |
| HEMOGLOBIN_MEAN | 1104 |
| HEMOGLOBIN_MIN | 1104 |
| HEMOGLOBIN_MAX | 1104 |
| HEMOGLOBIN_DIFF | 1104 |
| INR_MEDIAN | 1104 |
| INR_MEAN | 1104 |
| INR_MIN | 1104 |
| INR_MAX | 1104 |
| INR_DIFF | 1104 |
| LACTATE_MEDIAN | 1104 |
| LACTATE_MEAN | 1104 |
| LACTATE_MIN | 1104 |
| LACTATE_MAX | 1104 |
| LACTATE_DIFF | 1104 |
| LEUKOCYTES_MEDIAN | 1104 |
| LEUKOCYTES_MEAN | 1104 |
| LEUKOCYTES_MIN | 1104 |
| LEUKOCYTES_MAX | 1104 |
| LEUKOCYTES_DIFF | 1104 |
| LINFOCITOS_MEDIAN | 1104 |
| LINFOCITOS_MEAN | 1104 |
| LINFOCITOS_MIN | 1104 |
| LINFOCITOS_MAX | 1104 |
| LINFOCITOS_DIFF | 1104 |
| NEUTROPHILES_MEDIAN | 1104 |
| NEUTROPHILES_MEAN | 1104 |
| NEUTROPHILES_MIN | 1104 |
| NEUTROPHILES_MAX | 1104 |
| NEUTROPHILES_DIFF | 1104 |
| P02_ARTERIAL_MEDIAN | 1104 |
| P02_ARTERIAL_MEAN | 1104 |
| P02_ARTERIAL_MIN | 1104 |
| P02_ARTERIAL_MAX | 1104 |
| P02_ARTERIAL_DIFF | 1104 |
| P02_VENOUS_MEDIAN | 1104 |
| P02_VENOUS_MEAN | 1104 |
| P02_VENOUS_MIN | 1104 |
| P02_VENOUS_MAX | 1104 |
| P02_VENOUS_DIFF | 1104 |
| PC02_ARTERIAL_MEDIAN | 1104 |
| PC02_ARTERIAL_MEAN | 1104 |
| PC02_ARTERIAL_MIN | 1104 |
| PC02_ARTERIAL_MAX | 1104 |
| PC02_ARTERIAL_DIFF | 1104 |
| PC02_VENOUS_MEDIAN | 1104 |
| PC02_VENOUS_MEAN | 1104 |
| PC02_VENOUS_MIN | 1104 |
| PC02_VENOUS_MAX | 1104 |
| PC02_VENOUS_DIFF | 1104 |
| PCR_MEDIAN | 1104 |
| PCR_MEAN | 1104 |
| PCR_MIN | 1104 |
| PCR_MAX | 1104 |
| PCR_DIFF | 1104 |
| PH_ARTERIAL_MEDIAN | 1104 |
| PH_ARTERIAL_MEAN | 1104 |
| PH_ARTERIAL_MIN | 1104 |
| PH_ARTERIAL_MAX | 1104 |
| PH_ARTERIAL_DIFF | 1104 |
| PH_VENOUS_MEDIAN | 1104 |
| PH_VENOUS_MEAN | 1104 |
| PH_VENOUS_MIN | 1104 |
| PH_VENOUS_MAX | 1104 |
| PH_VENOUS_DIFF | 1104 |
| PLATELETS_MEDIAN | 1104 |
| PLATELETS_MEAN | 1104 |
| PLATELETS_MIN | 1104 |
| PLATELETS_MAX | 1104 |
| PLATELETS_DIFF | 1104 |
| POTASSIUM_MEDIAN | 1104 |
| POTASSIUM_MEAN | 1104 |
| POTASSIUM_MIN | 1104 |
| POTASSIUM_MAX | 1104 |
| POTASSIUM_DIFF | 1104 |
| SAT02_ARTERIAL_MEDIAN | 1104 |
| SAT02_ARTERIAL_MEAN | 1104 |
| SAT02_ARTERIAL_MIN | 1104 |
| SAT02_ARTERIAL_MAX | 1104 |
| SAT02_ARTERIAL_DIFF | 1104 |
| SAT02_VENOUS_MEDIAN | 1104 |
| SAT02_VENOUS_MEAN | 1104 |
| SAT02_VENOUS_MIN | 1104 |
| SAT02_VENOUS_MAX | 1104 |
| SAT02_VENOUS_DIFF | 1104 |
| SODIUM_MEDIAN | 1104 |
| SODIUM_MEAN | 1104 |
| SODIUM_MIN | 1104 |
| SODIUM_MAX | 1104 |
| SODIUM_DIFF | 1104 |
| TGO_MEDIAN | 1104 |
| TGO_MEAN | 1104 |
| TGO_MIN | 1104 |
| TGO_MAX | 1104 |
| TGO_DIFF | 1104 |
| TGP_MEDIAN | 1104 |
| TGP_MEAN | 1104 |
| TGP_MIN | 1104 |
| TGP_MAX | 1104 |
| TGP_DIFF | 1104 |
| TTPA_MEDIAN | 1104 |
| TTPA_MEAN | 1104 |
| TTPA_MIN | 1104 |
| TTPA_MAX | 1104 |
| TTPA_DIFF | 1104 |
| UREA_MEDIAN | 1104 |
| UREA_MEAN | 1104 |
| UREA_MIN | 1104 |
| UREA_MAX | 1104 |
| UREA_DIFF | 1104 |
| DIMER_MEDIAN | 1104 |
| DIMER_MEAN | 1104 |
| DIMER_MIN | 1104 |
| DIMER_MAX | 1104 |
| DIMER_DIFF | 1104 |
| BLOODPRESSURE_DIASTOLIC_MEAN | 685 |
| BLOODPRESSURE_SISTOLIC_MEAN | 685 |
| HEART_RATE_MEAN | 685 |
| RESPIRATORY_RATE_MEAN | 748 |
| TEMPERATURE_MEAN | 694 |
| OXYGEN_SATURATION_MEAN | 686 |
| BLOODPRESSURE_DIASTOLIC_MEDIAN | 685 |
| BLOODPRESSURE_SISTOLIC_MEDIAN | 685 |
| HEART_RATE_MEDIAN | 685 |
| RESPIRATORY_RATE_MEDIAN | 748 |
| TEMPERATURE_MEDIAN | 694 |
| OXYGEN_SATURATION_MEDIAN | 686 |
| BLOODPRESSURE_DIASTOLIC_MIN | 685 |
| BLOODPRESSURE_SISTOLIC_MIN | 685 |
| HEART_RATE_MIN | 685 |
| RESPIRATORY_RATE_MIN | 748 |
| TEMPERATURE_MIN | 694 |
| OXYGEN_SATURATION_MIN | 686 |
| BLOODPRESSURE_DIASTOLIC_MAX | 685 |
| BLOODPRESSURE_SISTOLIC_MAX | 685 |
| HEART_RATE_MAX | 685 |
| RESPIRATORY_RATE_MAX | 748 |
| TEMPERATURE_MAX | 694 |
| OXYGEN_SATURATION_MAX | 686 |
| BLOODPRESSURE_DIASTOLIC_DIFF | 685 |
| BLOODPRESSURE_SISTOLIC_DIFF | 685 |
| HEART_RATE_DIFF | 685 |
| RESPIRATORY_RATE_DIFF | 748 |
| TEMPERATURE_DIFF | 694 |
| OXYGEN_SATURATION_DIFF | 686 |
| BLOODPRESSURE_DIASTOLIC_DIFF_REL | 685 |
| BLOODPRESSURE_SISTOLIC_DIFF_REL | 685 |
| HEART_RATE_DIFF_REL | 685 |
| RESPIRATORY_RATE_DIFF_REL | 748 |
| TEMPERATURE_DIFF_REL | 694 |
| OXYGEN_SATURATION_DIFF_REL | 686 |
| WINDOW | 0 |
| ICU | 0 |
Notice there is are many null values in the dataset, particularly in the laboratory readings.
#for DISEASE GROUPING columns change data type from Float to Int
covid_icu_df["DISEASE GROUPING 1"] = covid_icu_df["DISEASE GROUPING 1"].astype("int64")
covid_icu_df["DISEASE GROUPING 2"] = covid_icu_df["DISEASE GROUPING 2"].astype("int64")
covid_icu_df["DISEASE GROUPING 3"] = covid_icu_df["DISEASE GROUPING 3"].astype("int64")
covid_icu_df["DISEASE GROUPING 4"] = covid_icu_df["DISEASE GROUPING 4"].astype("int64")
covid_icu_df["DISEASE GROUPING 5"] = covid_icu_df["DISEASE GROUPING 5"].astype("int64")
covid_icu_df["DISEASE GROUPING 6"] = covid_icu_df["DISEASE GROUPING 6"].astype("int64")
#focus on AGE_PERCENTIL column
covid_icu_df['AGE_PERCENTIL'].unique()
array(['60th', '90th', '10th', '40th', '70th', '20th', '50th', '80th',
'30th', 'Above 90th'], dtype=object)
#dummies
covid_icu_df = pd.get_dummies(covid_icu_df,columns=['AGE_PERCENTIL'])
#focus on AGE_PERCENTIL column
covid_icu_df['WINDOW'].unique()
array(['0-2', '2-4', '4-6', '6-12', 'ABOVE_12'], dtype=object)
#dummies
covid_icu_df = pd.get_dummies(covid_icu_df,columns=['WINDOW'])
covid_icu_df.head()
| PATIENT_VISIT_IDENTIFIER | AGE_ABOVE65 | GENDER | DISEASE GROUPING 1 | DISEASE GROUPING 2 | DISEASE GROUPING 3 | DISEASE GROUPING 4 | DISEASE GROUPING 5 | DISEASE GROUPING 6 | HTN | IMMUNOCOMPROMISED | OTHER | ALBUMIN_MEDIAN | ALBUMIN_MEAN | ALBUMIN_MIN | ALBUMIN_MAX | ALBUMIN_DIFF | BE_ARTERIAL_MEDIAN | BE_ARTERIAL_MEAN | BE_ARTERIAL_MIN | BE_ARTERIAL_MAX | BE_ARTERIAL_DIFF | BE_VENOUS_MEDIAN | BE_VENOUS_MEAN | BE_VENOUS_MIN | BE_VENOUS_MAX | BE_VENOUS_DIFF | BIC_ARTERIAL_MEDIAN | BIC_ARTERIAL_MEAN | BIC_ARTERIAL_MIN | BIC_ARTERIAL_MAX | BIC_ARTERIAL_DIFF | BIC_VENOUS_MEDIAN | BIC_VENOUS_MEAN | BIC_VENOUS_MIN | BIC_VENOUS_MAX | BIC_VENOUS_DIFF | BILLIRUBIN_MEDIAN | BILLIRUBIN_MEAN | BILLIRUBIN_MIN | BILLIRUBIN_MAX | BILLIRUBIN_DIFF | BLAST_MEDIAN | BLAST_MEAN | BLAST_MIN | BLAST_MAX | BLAST_DIFF | CALCIUM_MEDIAN | CALCIUM_MEAN | CALCIUM_MIN | CALCIUM_MAX | CALCIUM_DIFF | CREATININ_MEDIAN | CREATININ_MEAN | CREATININ_MIN | CREATININ_MAX | CREATININ_DIFF | FFA_MEDIAN | FFA_MEAN | FFA_MIN | FFA_MAX | FFA_DIFF | GGT_MEDIAN | GGT_MEAN | GGT_MIN | GGT_MAX | GGT_DIFF | GLUCOSE_MEDIAN | GLUCOSE_MEAN | GLUCOSE_MIN | GLUCOSE_MAX | GLUCOSE_DIFF | HEMATOCRITE_MEDIAN | HEMATOCRITE_MEAN | HEMATOCRITE_MIN | HEMATOCRITE_MAX | HEMATOCRITE_DIFF | HEMOGLOBIN_MEDIAN | HEMOGLOBIN_MEAN | HEMOGLOBIN_MIN | HEMOGLOBIN_MAX | HEMOGLOBIN_DIFF | INR_MEDIAN | INR_MEAN | INR_MIN | INR_MAX | INR_DIFF | LACTATE_MEDIAN | LACTATE_MEAN | LACTATE_MIN | LACTATE_MAX | LACTATE_DIFF | LEUKOCYTES_MEDIAN | LEUKOCYTES_MEAN | LEUKOCYTES_MIN | LEUKOCYTES_MAX | LEUKOCYTES_DIFF | LINFOCITOS_MEDIAN | LINFOCITOS_MEAN | LINFOCITOS_MIN | LINFOCITOS_MAX | LINFOCITOS_DIFF | NEUTROPHILES_MEDIAN | NEUTROPHILES_MEAN | NEUTROPHILES_MIN | NEUTROPHILES_MAX | NEUTROPHILES_DIFF | P02_ARTERIAL_MEDIAN | P02_ARTERIAL_MEAN | P02_ARTERIAL_MIN | P02_ARTERIAL_MAX | P02_ARTERIAL_DIFF | P02_VENOUS_MEDIAN | P02_VENOUS_MEAN | P02_VENOUS_MIN | ... | PCR_MIN | PCR_MAX | PCR_DIFF | PH_ARTERIAL_MEDIAN | PH_ARTERIAL_MEAN | PH_ARTERIAL_MIN | PH_ARTERIAL_MAX | PH_ARTERIAL_DIFF | PH_VENOUS_MEDIAN | PH_VENOUS_MEAN | PH_VENOUS_MIN | PH_VENOUS_MAX | PH_VENOUS_DIFF | PLATELETS_MEDIAN | PLATELETS_MEAN | PLATELETS_MIN | PLATELETS_MAX | PLATELETS_DIFF | POTASSIUM_MEDIAN | POTASSIUM_MEAN | POTASSIUM_MIN | POTASSIUM_MAX | POTASSIUM_DIFF | SAT02_ARTERIAL_MEDIAN | SAT02_ARTERIAL_MEAN | SAT02_ARTERIAL_MIN | SAT02_ARTERIAL_MAX | SAT02_ARTERIAL_DIFF | SAT02_VENOUS_MEDIAN | SAT02_VENOUS_MEAN | SAT02_VENOUS_MIN | SAT02_VENOUS_MAX | SAT02_VENOUS_DIFF | SODIUM_MEDIAN | SODIUM_MEAN | SODIUM_MIN | SODIUM_MAX | SODIUM_DIFF | TGO_MEDIAN | TGO_MEAN | TGO_MIN | TGO_MAX | TGO_DIFF | TGP_MEDIAN | TGP_MEAN | TGP_MIN | TGP_MAX | TGP_DIFF | TTPA_MEDIAN | TTPA_MEAN | TTPA_MIN | TTPA_MAX | TTPA_DIFF | UREA_MEDIAN | UREA_MEAN | UREA_MIN | UREA_MAX | UREA_DIFF | DIMER_MEDIAN | DIMER_MEAN | DIMER_MIN | DIMER_MAX | DIMER_DIFF | BLOODPRESSURE_DIASTOLIC_MEAN | BLOODPRESSURE_SISTOLIC_MEAN | HEART_RATE_MEAN | RESPIRATORY_RATE_MEAN | TEMPERATURE_MEAN | OXYGEN_SATURATION_MEAN | BLOODPRESSURE_DIASTOLIC_MEDIAN | BLOODPRESSURE_SISTOLIC_MEDIAN | HEART_RATE_MEDIAN | RESPIRATORY_RATE_MEDIAN | TEMPERATURE_MEDIAN | OXYGEN_SATURATION_MEDIAN | BLOODPRESSURE_DIASTOLIC_MIN | BLOODPRESSURE_SISTOLIC_MIN | HEART_RATE_MIN | RESPIRATORY_RATE_MIN | TEMPERATURE_MIN | OXYGEN_SATURATION_MIN | BLOODPRESSURE_DIASTOLIC_MAX | BLOODPRESSURE_SISTOLIC_MAX | HEART_RATE_MAX | RESPIRATORY_RATE_MAX | TEMPERATURE_MAX | OXYGEN_SATURATION_MAX | BLOODPRESSURE_DIASTOLIC_DIFF | BLOODPRESSURE_SISTOLIC_DIFF | HEART_RATE_DIFF | RESPIRATORY_RATE_DIFF | TEMPERATURE_DIFF | OXYGEN_SATURATION_DIFF | BLOODPRESSURE_DIASTOLIC_DIFF_REL | BLOODPRESSURE_SISTOLIC_DIFF_REL | HEART_RATE_DIFF_REL | RESPIRATORY_RATE_DIFF_REL | TEMPERATURE_DIFF_REL | OXYGEN_SATURATION_DIFF_REL | ICU | AGE_PERCENTIL_10th | AGE_PERCENTIL_20th | AGE_PERCENTIL_30th | AGE_PERCENTIL_40th | AGE_PERCENTIL_50th | AGE_PERCENTIL_60th | AGE_PERCENTIL_70th | AGE_PERCENTIL_80th | AGE_PERCENTIL_90th | AGE_PERCENTIL_Above 90th | WINDOW_0-2 | WINDOW_2-4 | WINDOW_4-6 | WINDOW_6-12 | WINDOW_ABOVE_12 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.000 | 0.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.086 | -0.231 | -0.283 | -0.593 | -0.286 | 0.737 | 0.086 | -0.231 | -0.283 | -0.586 | -0.286 | 0.737 | 0.237 | 0.000 | -0.162 | -0.500 | 0.209 | 0.899 | -0.248 | -0.459 | -0.433 | -0.636 | -0.420 | 0.737 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.000 | 0.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0.333 | -0.231 | -0.132 | -0.593 | 0.536 | 0.579 | 0.333 | -0.231 | -0.132 | -0.586 | 0.536 | 0.579 | 0.443 | 0.000 | -0.026 | -0.500 | 0.714 | 0.838 | -0.077 | -0.459 | -0.313 | -0.636 | 0.246 | 0.579 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 |
| 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.184 | 0.184 | 0.184 | 0.184 | -1.000 | -0.868 | -0.868 | -0.868 | -0.868 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.945 | -0.945 | -0.945 | -0.945 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | 0.090 | 0.090 | 0.090 | 0.090 | -1.000 | 0.110 | 0.110 | 0.110 | 0.110 | -1.000 | -0.932 | -0.932 | -0.932 | -0.932 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.836 | -0.836 | -0.836 | -0.836 | -1.000 | -0.915 | -0.915 | -0.915 | -0.915 | -1.000 | -0.869 | -0.869 | -0.869 | -0.869 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | ... | -0.875 | -0.875 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.541 | -0.541 | -0.541 | -0.541 | -1.000 | -0.519 | -0.519 | -0.519 | -0.519 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | -0.029 | -0.029 | -0.029 | -0.029 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.991 | -0.991 | -0.991 | -0.991 | -1.000 | -0.826 | -0.826 | -0.826 | -0.826 | -1.000 | -0.836 | -0.836 | -0.836 | -0.836 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 3 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.000 | 0.000 | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | ... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | -0.107 | 0.737 | NaN | NaN | NaN | NaN | -0.107 | 0.737 | NaN | NaN | NaN | NaN | 0.319 | 0.899 | NaN | NaN | NaN | NaN | -0.275 | 0.737 | NaN | NaN | NaN | NaN | -1.000 | -1.000 | NaN | NaN | NaN | NaN | -1.000 | -1.000 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 4 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | -1.000 | -0.872 | -0.872 | -0.872 | -0.872 | -1.000 | -0.864 | -0.864 | -0.864 | -0.864 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.415 | -0.415 | -0.415 | -0.415 | -1.000 | -0.979 | -0.979 | -0.979 | -0.979 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.327 | 0.327 | 0.327 | 0.327 | -1.000 | -0.926 | -0.926 | -0.926 | -0.926 | -1.000 | -0.859 | -0.859 | -0.859 | -0.859 | -1.000 | -0.669 | -0.669 | -0.669 | -0.669 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.321 | -0.321 | -0.321 | -0.321 | -1.000 | -0.354 | -0.354 | -0.354 | -0.354 | -1.000 | -0.980 | -0.980 | -0.980 | -0.980 | -1.000 | -0.963 | -0.963 | -0.963 | -0.963 | -1.000 | -0.763 | -0.763 | -0.763 | -0.763 | -1.000 | -0.643 | -0.643 | -0.643 | -0.643 | -1.000 | -0.869 | -0.869 | -0.869 | -0.869 | -1.000 | -0.366 | -0.366 | -0.366 | -0.366 | -1.000 | -0.231 | -0.231 | -0.231 | ... | -1.000 | -1.000 | -1.000 | 0.574 | 0.574 | 0.574 | 0.574 | -1.000 | 0.394 | 0.394 | 0.394 | 0.394 | -1.000 | -0.471 | -0.471 | -0.471 | -0.471 | -1.000 | -0.667 | -0.667 | -0.667 | -0.667 | -1.000 | 0.848 | 0.848 | 0.848 | 0.848 | -1.000 | 0.926 | 0.926 | 0.926 | 0.926 | -1.000 | 0.143 | 0.143 | 0.143 | 0.143 | -1.000 | -0.999 | -0.999 | -0.999 | -0.999 | -1.000 | -0.984 | -0.984 | -0.984 | -0.984 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.836 | -0.836 | -0.836 | -0.836 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.243 | -0.339 | -0.213 | -0.318 | 0.034 | 0.666 | -0.284 | -0.377 | -0.189 | -0.379 | 0.036 | 0.632 | -0.340 | -0.487 | -0.573 | -0.857 | 0.099 | 0.798 | -0.077 | 0.286 | 0.299 | 0.273 | 0.362 | 0.947 | -0.339 | 0.325 | 0.115 | 0.176 | -0.238 | -0.818 | -0.390 | 0.408 | -0.230 | 0.097 | -0.242 | -0.814 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
5 rows × 244 columns
covid_data = covid_icu_df.copy()
index_lab_start = covid_data.columns.get_loc('ALBUMIN_MEDIAN')
print(index_lab_start)
12
index_lab_end = covid_data.columns.get_loc('DIMER_DIFF')
print(index_lab_end)
191
index_vital_start = covid_data.columns.get_loc('BLOODPRESSURE_DIASTOLIC_MEAN')
print(index_vital_start)
192
index_vital_end = covid_data.columns.get_loc('OXYGEN_SATURATION_DIFF_REL')
print(index_vital_end)
227
#group data
commorbities_list = [i for i in covid_data.columns if "DISEASE" in i]
commorbities_list.append('HTN')
commorbities_list.append('IMMUNOCOMPROMISED')
commorbities_list.append('OTHER')
general_list = [i for i in covid_data.columns if "AGE_" in i]
general_list.append("GENDER")
vitals_list = covid_data.iloc[index_vital_start:,index_vital_end].tolist()
labs_list = covid_data.iloc[index_lab_start:,index_lab_end].tolist()
print(vitals_list)
[nan, -1.0, -0.860180412, -1.0, nan, -1.0, nan, -0.793814433, nan, nan, -1.0, -0.980025773, -0.734810265, nan, -0.858708627, -0.97960079, -0.93814433, 0.836787846, nan, nan, -1.0, nan, -0.979815518, nan, nan, -1.0, -1.0, -0.878893109, nan, nan, -0.97960079, -1.0, -0.838524145, nan, nan, -1.0, -1.0, -0.919262073, nan, -1.0, nan, -0.892273833, -0.775608686, -1.0, nan, nan, -0.939126166, -0.840206186, nan, -1.0, -1.0, -0.940695079, -0.822085238, -1.0, -1.0, nan, -1.0, -0.877604738, nan, -1.0, -0.9403878, -1.0, -0.820231959, nan, nan, -1.0, -1.0, -0.920926772, nan, -1.0, -1.0, -1.0, -0.711340206, nan, nan, nan, -0.979815518, -0.818339664, -1.0, -1.0, -1.0, 0.646571044, 0.857603093, -1.0, -1.0, nan, -1.0, -0.878893109, nan, nan, nan, -1.0, -0.796007896, nan, nan, nan, -1.0, -0.860180412, nan, -1.0, nan, -1.0, -0.89960598, -1.0, nan, nan, -0.938802369, -0.881390158, nan, -0.960463386, nan, -0.939126166, -0.881390158, nan, nan, nan, -0.959201579, -0.796007896, -1.0, nan, -1.0, -0.98043341, -0.7779707, nan, -1.0, -1.0, -0.980333069, 0.957062387, -1.0, -0.959201579, -1.0, -0.958762887, -0.673612634, nan, nan, -1.0, -0.959201579, -0.919262073, nan, -1.0, -1.0, -1.0, -0.793814433, nan, -1.0, nan, -0.899077591, -0.880154639, -1.0, nan, nan, -0.957856576, -0.858708627, nan, nan, nan, -0.863033873, -0.755209476, nan, nan, -1.0, -0.874943971, 0.570739197, nan, nan, nan, -0.882600463, -0.899077591, nan, nan, nan, -1.0, -0.901158465, nan, nan, -0.960051546, -1.0, -0.878893109, -1.0, nan, -1.0, -0.86441737, -0.899077591, nan, -1.0, -1.0, -1.0, -0.939446555, -1.0, nan, -1.0, -1.0, -0.877604738, nan, nan, -0.959631036, -1.0, -0.734810265, -1.0, -0.939126166, nan, -1.0, -0.861621851, nan, nan, -0.980025773, -1.0, -0.860180412, nan, -1.0, -1.0, -1.0, -0.902167052, nan, -1.0, nan, -1.0, -0.899077591, -1.0, -1.0, -1.0, -1.0, -0.576125882, nan, nan, -0.959631036, nan, -0.94007732, nan, -1.0, nan, -1.0, -0.838524145, nan, -0.959631036, -1.0, -0.94007732, -0.820231959, nan, -1.0, nan, -0.793814433, -0.818339664, -1.0, -1.0, -1.0, -0.961262106, -0.102434744, nan, -1.0, nan, -0.801635265, -0.840206186, -1.0, -1.0, -0.957856576, -0.939446555, -0.775608686, -1.0, -1.0, nan, -0.979708722, -0.858708627, -0.961262106, -1.0, nan, -1.0, -0.863033873, nan, nan, -1.0, -0.98043341, -0.940695079, nan, -1.0, -0.941893158, -0.920926772, -0.923298969, nan, nan, -0.918403159, -1.0, 0.897551546, -1.0, -1.0, nan, -0.959201579, -0.896907216, nan, nan, -1.0, nan, -0.420747423, nan, nan, nan, -0.960666138, -0.860180412, nan, nan, nan, -0.881390158, -0.835051546, -1.0, nan, -1.0, -1.0, -0.860180412, nan, -0.959201579, nan, -1.0, -0.820231959, -1.0, nan, -1.0, -0.960051546, -0.680412371, nan, nan, -1.0, -0.798155182, -0.690721649, -1.0, nan, -1.0, -0.878252332, 0.231253391, -1.0, nan, nan, -1.0, 0.856328142, nan, nan, -0.939446555, -1.0, -0.838524145, -0.940999207, -1.0, -0.896907216, -0.901158465, -0.740335052, nan, nan, -1.0, -1.0, -0.567010309, nan, nan, -1.0, -1.0, -0.878893109, -1.0, -1.0, -1.0, -0.898003948, -0.836806317, -1.0, nan, -1.0, -1.0, -0.855670103, -1.0, -1.0, -1.0, nan, -0.551217372, nan, nan, nan, -0.916629314, -0.896907216, nan, nan, nan, -1.0, -0.838524145, -1.0, nan, nan, -1.0, -0.94007732, nan, nan, -1.0, -0.979921196, -0.881390158, -1.0, -1.0, nan, -0.94007732, -0.388023689, -1.0, nan, nan, nan, -0.737601736, nan, nan, -1.0, -0.98043341, -0.941300231, -1.0, nan, -1.0, -0.97960079, 0.513836137, nan, -1.0, nan, -1.0, 0.937710255, -1.0, nan, -1.0, nan, -0.782548624, nan, -1.0, nan, nan, -0.878893109, -1.0, nan, nan, -1.0, -0.876950218, nan, nan, nan, -1.0, -0.775608686, -1.0, -1.0, -1.0, -1.0, -0.796007896, nan, nan, -1.0, -1.0, -0.816407107, nan, nan, -1.0, -1.0, -0.938802369, nan, nan, nan, -1.0, -0.878893109, -0.941893158, -1.0, nan, -1.0, -0.861621851, nan, -1.0, nan, -1.0, -0.938475109, -1.0, -1.0, nan, -0.959631036, -0.880154639, nan, nan, -1.0, -1.0, 0.285150252, nan, nan, -1.0, -1.0, -0.920926772, nan, nan, nan, -0.940695079, -0.919262073, nan, nan, nan, -1.0, -0.900128866, nan, nan, nan, -0.938802369, -0.737601736, nan, nan, -1.0, -0.902167052, -0.600515464, -1.0, -1.0, nan, -1.0, -0.818339664, nan, nan, nan, -0.880154639, 0.817654639, -1.0, nan, nan, -0.937809975, 0.917525773, nan, nan, nan, -0.959842392, -0.860180412, nan, -1.0, nan, nan, -0.838524145, -1.0, -0.938475109, nan, -0.873569729, -0.858708627, -0.729045271, nan, -1.0, -0.916629314, -0.653213424, nan, nan, nan, -0.980231693, -0.858708627, nan, nan, nan, -0.980231693, -0.918403159, nan, nan, -1.0, -1.0, -0.921733642, -1.0, -1.0, -1.0, nan, -0.820231959, nan, nan, nan, -0.980231693, -0.861621851, nan, -0.920926772, -1.0, -1.0, -0.798155182, nan, -1.0, nan, -1.0, -0.820231959, -1.0, nan, nan, -1.0, -0.816407107, -0.878893109, nan, nan, -0.941300231, -0.836806317, nan, -1.0, -1.0, -1.0, -0.941300231, nan, nan, nan, -0.959201579, -0.800257732, nan, -1.0, nan, -1.0, -0.800257732, -1.0, -1.0, nan, -0.960051546, -0.841853544, nan, nan, nan, -1.0, -0.920103093, nan, -1.0, -1.0, -0.94007732, 0.278350515, -1.0, -1.0, nan, -0.979381443, -0.857205528, nan, -1.0, -1.0, -1.0, -0.8807756, nan, nan, -1.0, -0.919262073, -0.899077591, -1.0, -1.0, nan, -0.939763588, -0.878893109, -1.0, -0.937809975, nan, -1.0, 1.0, nan, -1.0, -1.0, -0.938802369, -0.414650027, nan, nan, -0.895786643, -1.0, -0.677048291, nan, nan, nan, -0.980231693, -0.941300231, nan, -1.0, -1.0, -1.0, -0.858708627, nan, nan, -1.0, -1.0, 0.838452545, nan, nan, -0.960051546, nan, -0.858708627, nan, nan, nan, -0.980231693, -0.881390158, -0.902167052, nan, nan, -0.939763588, -0.798155182, -1.0, -1.0, nan, -1.0, -0.775608686, nan, -1.0, nan, -1.0, -0.717417254, -0.732438264, -1.0, nan, -1.0, -0.760309278, -1.0, -1.0, -1.0, -0.959631036, -0.858708627, -1.0, nan, nan, -0.961262106, -0.881390158, nan, nan, -0.916629314, -1.0, 0.756049919, -1.0, nan, nan, -0.958539983, -0.816407107, -0.979381443, nan, -1.0, -1.0, -0.838524145, nan, -1.0, -1.0, -0.830494959, -0.670103093, -1.0, -1.0, -1.0, -1.0, -0.510418952, -0.939126166, nan, -1.0, -1.0, -0.530818162, -1.0, -1.0, -1.0, nan, -0.798155182, nan, -1.0, -0.980025773, nan, 0.22563503, nan, nan, nan, -1.0, -0.961262106, -1.0, nan, -1.0, nan, -0.94007732, nan, -0.900128866, nan, -0.94007732, -0.798155182, nan, nan, -0.959201579, -1.0, -0.855670103, nan, nan, nan, -0.920103093, -0.878893109, -1.0, -1.0, nan, -1.0, -0.902167052, -1.0, -1.0, -1.0, -0.959201579, 0.937924984, -1.0, nan, -1.0, -0.919262073, -0.755209476, -1.0, nan, nan, -1.0, -0.760309278, nan, nan, -1.0, -1.0, -0.878893109, nan, -1.0, -1.0, nan, -0.940695079, -1.0, nan, nan, -1.0, -0.920103093, nan, nan, nan, -0.979491703, -0.918403159, nan, nan, nan, nan, nan, -1.0, -1.0, -0.938802369, nan, -0.918403159, -1.0, nan, -1.0, -1.0, -0.901158465, -0.980231693, -0.980129267, -1.0, -1.0, -0.858708627, nan, -1.0, -1.0, nan, -0.818339664, nan, -0.980129267, nan, -1.0, -0.940695079, nan, -1.0, -1.0, -1.0, -0.898003948, -0.980025773, -1.0, -1.0, -0.979815518, -0.7779707, nan, -1.0, nan, -1.0, -0.920103093, nan, -1.0, nan, -1.0, -0.920926772, nan, nan, nan, -0.939446555, -0.714411055, -1.0, -1.0, -1.0, -1.0, -0.900128866, nan, nan, -0.941300231, -0.959631036, -0.835051546, -1.0, -1.0, -1.0, -1.0, -0.941300231, nan, -0.960051546, -1.0, nan, -0.802316931, -1.0, -1.0, nan, -0.920103093, 0.896907216, -1.0, -1.0, -1.0, -0.863033873, -0.836806317, nan, nan, nan, -1.0, -0.877604738, -1.0, nan, nan, nan, -0.636679327, nan, nan, -0.959201579, nan, -0.775608686, -0.980631053, -0.97960079, -1.0, -0.939126166, -0.632814214, -1.0, nan, nan, -0.980025773, 0.856328142, nan, nan, -1.0, -1.0, -0.919262073, -1.0, -1.0, -1.0, -0.979381443, -0.628865979, nan, -1.0, -1.0, nan, -0.899077591, nan, -1.0, -0.959631036, -0.89960598, -0.917525773, nan, nan, nan, -0.960866821, -0.940695079, -0.757786218, -0.836806317, -1.0, -0.808247423, -0.711340206, nan, nan, nan, -1.0, -0.880154639, nan, nan, nan, -1.0, -0.731958763, nan, nan, nan, -1.0, -0.840206186, nan, -0.959631036, nan, -0.895786643, -0.858708627, -1.0, nan, nan, -0.959631036, -0.762780317, -1.0, nan, -1.0, -1.0, 0.856328142, nan, -1.0, -1.0, -0.835051546, -0.458090542, nan, nan, -1.0, -0.98043341, -0.632814214, nan, -1.0, nan, -1.0, -0.861621851, nan, -1.0, nan, -0.979815518, -0.882600463, nan, nan, -1.0, -1.0, -0.857205528, nan, nan, -1.0, -1.0, -0.921733642, -1.0, -0.979921196, nan, -0.959417444, -0.920103093, nan, nan, -0.958762887, nan, 0.958324194, -1.0, nan, -1.0, -0.959631036, -0.899077591, nan, nan, -1.0, -1.0, -0.780283505, -1.0, -1.0, -0.960051546, -0.960051546, -0.820231959, nan, -1.0, -1.0, -1.0, -0.878893109, nan, nan, nan, -1.0, -0.694011845, nan, nan, -1.0, -1.0, -0.835051546, -1.0, nan, -1.0, nan, -0.920103093, nan, nan, -1.0, -1.0, -0.632814214, nan, nan, nan, -1.0, -0.799211961, nan, nan, nan, -0.775608686, 0.513836137, -1.0, -1.0, nan, -1.0, -0.877604738, nan, -1.0, nan, -1.0, 0.897341291, nan, -1.0, nan, -1.0, -0.880154639, nan, nan, -1.0, -0.979815518, -0.855670103, nan, nan, -1.0, -0.392004023, -0.760309278, -1.0, -1.0, nan, -1.0, 0.084255411, -0.980231693, nan, -1.0, -1.0, -0.93814433, nan, nan, nan, -1.0, -0.920103093, nan, -1.0, -1.0, -1.0, -0.717417254, nan, nan, nan, -1.0, -0.757786218, -1.0, -1.0, -1.0, -0.98043341, -0.840206186, nan, nan, -1.0, -1.0, -0.775608686, nan, nan, nan, -0.980231693, -0.860180412, -1.0, nan, nan, -0.899077591, -0.877604738, nan, nan, -0.958314657, -1.0, -0.515572436, nan, -1.0, -1.0, -0.959201579, -0.717417254, nan, nan, -1.0, -1.0, -0.420747423, nan, -1.0, nan, -1.0, -0.858708627, nan, nan, -1.0, -1.0, -0.939126166, nan, nan, nan, -0.980231693, -0.858708627, -1.0, nan, -0.980025773, -1.0, -1.0, -1.0, -1.0, -1.0, -1.0, -0.858708627, nan, -1.0, nan, -0.939763588, -0.917525773, nan, -1.0, nan, nan, -0.860180412, nan, nan, -1.0, -1.0, -0.414650027, nan, nan, nan, -0.936784865, -0.93814433, nan, nan, nan, -1.0, -0.920926772, nan, nan, nan, -0.980532733, -0.877604738, -1.0, -1.0, -1.0, -0.979815518, -0.899077591, nan, -1.0, nan, -1.0, -0.941300231, -1.0, -1.0, nan, -0.919262073, -0.796007896, nan, -1.0, nan, -0.923298969, 0.211068909, nan, -0.94007732, -1.0, -1.0, -0.816407107, nan, nan, -1.0, -1.0, -0.880154639, nan, nan, -1.0, -0.979815518, -0.878893109, -1.0, -1.0, nan, -0.896907216, -0.596310364, -1.0, -1.0, nan, -1.0, -0.823900694, nan, nan, -1.0, -0.980231693, -0.863033873, nan, -1.0, -1.0, -1.0, -0.857205528, nan, nan, -1.0, -1.0, -0.775608686, nan, nan, -0.979921196, -1.0, -0.860180412, nan, nan, -1.0, -0.877604738, -0.612415003, -1.0, nan, -1.0, -0.979921196, -0.840206186, nan, -1.0, nan, -1.0, -0.979381443, nan, nan, -0.959201579, -1.0, -0.796007896, nan, -1.0, nan, -1.0, -0.858708627, -1.0, nan, nan, nan, -0.843467284, -1.0, -0.979921196, nan, -0.959631036, -0.858708627, nan, -0.941300231, nan, -0.920103093, -0.94007732, nan, nan, nan, -1.0, -0.901158465, -1.0, -0.940695079, -1.0, nan, -0.816407107, -1.0, -1.0, -1.0, -1.0, -0.840206186, nan, nan, nan, -0.980129267, -0.901158465, nan, nan, -0.895786643, 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print(labs_list)
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nan, nan, nan, -1.0, nan, nan, nan, -1.0, -1.0, nan, nan, nan, -1.0, -1.0, nan, nan, nan, -1.0, nan, -1.0, nan, nan, -1.0, nan, -1.0, nan, nan, -1.0, -1.0, nan, nan, nan, -1.0, -1.0, nan, nan, nan, -1.0, -1.0, nan, nan, nan, -1.0, nan, nan, -1.0, nan, -1.0, nan, nan, -1.0, nan, -1.0, nan, -1.0, nan, nan, nan, -1.0, nan, -1.0, nan, -1.0, nan, -1.0, nan, nan, -1.0, nan, -1.0, nan, nan, -1.0]
print(f"Number of Patients= {len(covid_data.PATIENT_VISIT_IDENTIFIER.unique())}")
Number of Patients= 385
#drop rows missing values
covid_icu_df= covid_data.dropna()
print(f"Number of Patients= {len(covid_icu_df.PATIENT_VISIT_IDENTIFIER.unique())}")
Number of Patients= 377
general_list
['AGE_ABOVE65', 'AGE_PERCENTIL_10th', 'AGE_PERCENTIL_20th', 'AGE_PERCENTIL_30th', 'AGE_PERCENTIL_40th', 'AGE_PERCENTIL_50th', 'AGE_PERCENTIL_60th', 'AGE_PERCENTIL_70th', 'AGE_PERCENTIL_80th', 'AGE_PERCENTIL_90th', 'AGE_PERCENTIL_Above 90th', 'GENDER']
sns.pairplot(covid_icu_df, hue='ICU', vars=['AGE_ABOVE65','GENDER'])
<seaborn.axisgrid.PairGrid at 0x7b6419e46c80>
#plot means
sns.pairplot(covid_icu_df, hue='ICU', vars=['BLOODPRESSURE_DIASTOLIC_MEAN','BLOODPRESSURE_SISTOLIC_MEAN','HEART_RATE_MEAN','RESPIRATORY_RATE_MEAN','TEMPERATURE_MEAN','OXYGEN_SATURATION_MEAN'
])
<seaborn.axisgrid.PairGrid at 0x7b6419e87220>
#analyze oxygen saturation and temperature
sns.scatterplot(x= 'OXYGEN_SATURATION_MEAN',y='TEMPERATURE_MEAN',hue='ICU',data = covid_icu_df)
<Axes: xlabel='OXYGEN_SATURATION_MEAN', ylabel='TEMPERATURE_MEAN'>
#plot medians
sns.pairplot(covid_icu_df, hue='ICU', vars=['BLOODPRESSURE_DIASTOLIC_MEDIAN','BLOODPRESSURE_SISTOLIC_MEDIAN','HEART_RATE_MEDIAN','RESPIRATORY_RATE_MEDIAN','TEMPERATURE_MEDIAN','OXYGEN_SATURATION_MEDIAN'
])
<seaborn.axisgrid.PairGrid at 0x7b64186d7dc0>
#plot Minimums
sns.pairplot(covid_icu_df, hue='ICU', vars=['BLOODPRESSURE_DIASTOLIC_MIN','BLOODPRESSURE_SISTOLIC_MIN','HEART_RATE_MIN','RESPIRATORY_RATE_MIN','TEMPERATURE_MIN','OXYGEN_SATURATION_MIN'])
<seaborn.axisgrid.PairGrid at 0x7b640ed715a0>
#Plot Maximums
sns.pairplot(covid_icu_df, hue='ICU', vars=['BLOODPRESSURE_DIASTOLIC_MAX','BLOODPRESSURE_SISTOLIC_MAX','HEART_RATE_MAX','RESPIRATORY_RATE_MAX','TEMPERATURE_MAX','OXYGEN_SATURATION_MAX'])
<seaborn.axisgrid.PairGrid at 0x7b640e43ac80>
#Plot Differentials (Max-Min)
sns.pairplot(covid_icu_df, hue='ICU', vars=['BLOODPRESSURE_DIASTOLIC_DIFF','BLOODPRESSURE_SISTOLIC_DIFF','HEART_RATE_DIFF','RESPIRATORY_RATE_DIFF','TEMPERATURE_DIFF','OXYGEN_SATURATION_DIFF'])
<seaborn.axisgrid.PairGrid at 0x7b640dbc41f0>
#plot Differential Relatives
sns.pairplot(covid_icu_df, hue='ICU',vars=['BLOODPRESSURE_DIASTOLIC_DIFF_REL','BLOODPRESSURE_SISTOLIC_DIFF_REL','HEART_RATE_DIFF_REL','RESPIRATORY_RATE_DIFF_REL','TEMPERATURE_DIFF_REL','OXYGEN_SATURATION_DIFF_REL'])
<seaborn.axisgrid.PairGrid at 0x7b640bf2ed10>
Median
sns.pairplot(covid_data, hue="ICU", vars=['ALBUMIN_MEDIAN','BE_ARTERIAL_MEDIAN','BE_VENOUS_MEDIAN','BIC_ARTERIAL_MEDIAN','BIC_VENOUS_MEDIAN'])
<seaborn.axisgrid.PairGrid at 0x7b63f695d600>
sns.pairplot(covid_data, hue="ICU", vars=['BILLIRUBIN_MEDIAN','BLAST_MEDIAN','CALCIUM_MEDIAN','CREATININ_MEDIAN','GGT_MEDIAN','GLUCOSE_MEDIAN'])
<seaborn.axisgrid.PairGrid at 0x7b63db5eb820>
sns.pairplot(covid_data, hue="ICU", vars=['HEMATOCRITE_MEDIAN','HEMOGLOBIN_MEDIAN','INR_MEDIAN','INR_MEDIAN','LACTATE_MEDIAN','LEUKOCYTES_MEDIAN','LINFOCITOS_MEDIAN'])
<seaborn.axisgrid.PairGrid at 0x7b63db7fbaf0>
sns.pairplot(covid_data, hue="ICU", vars=['NEUTROPHILES_MEDIAN','P02_ARTERIAL_MEDIAN','P02_VENOUS_MEDIAN','PC02_ARTERIAL_MEDIAN'])
<seaborn.axisgrid.PairGrid at 0x7b63d784df60>
sns.pairplot(covid_data, hue="ICU", vars=['PC02_VENOUS_MEDIAN','PCR_MEDIAN','PH_ARTERIAL_MEDIAN','PH_VENOUS_MEDIAN'])
<seaborn.axisgrid.PairGrid at 0x7b63d4fa37c0>
sns.pairplot(covid_data, hue="ICU", vars=['PLATELETS_MEDIAN','POTASSIUM_MEDIAN','SAT02_ARTERIAL_MEDIAN','SAT02_VENOUS_MEDIAN','SODIUM_MEDIAN'])
<seaborn.axisgrid.PairGrid at 0x7b63d48a0e50>
Minimum
sns.pairplot(covid_data, hue="ICU", vars=['ALBUMIN_MIN','BE_ARTERIAL_MIN','BE_VENOUS_MIN','BIC_ARTERIAL_MIN','BIC_VENOUS_MIN'])
<seaborn.axisgrid.PairGrid at 0x7b63d985b820>
sns.pairplot(covid_data, hue="ICU", vars=['BILLIRUBIN_MIN','BLAST_MIN','CALCIUM_MIN','CREATININ_MIN','GGT_MIN','GLUCOSE_MIN'])
<seaborn.axisgrid.PairGrid at 0x7b63d3fa2b00>
sns.pairplot(covid_data, hue="ICU", vars=['HEMATOCRITE_MIN','HEMOGLOBIN_MIN','INR_MIN','INR_MIN','LACTATE_MIN','LEUKOCYTES_MIN','LINFOCITOS_MIN'])
<seaborn.axisgrid.PairGrid at 0x7b63d3379900>
sns.pairplot(covid_data, hue="ICU", vars=['NEUTROPHILES_MIN','P02_ARTERIAL_MIN','P02_VENOUS_MIN','PC02_ARTERIAL_MIN','PC02_VENOUS_MIN','PCR_MIN','PH_ARTERIAL_MIN'])
<seaborn.axisgrid.PairGrid at 0x7b63d18b22c0>
sns.pairplot(covid_data, hue="ICU", vars=['PH_VENOUS_MIN','PLATELETS_MIN','POTASSIUM_MIN','SAT02_ARTERIAL_MIN'])
<seaborn.axisgrid.PairGrid at 0x7b63d0818250>
sns.pairplot(covid_data, hue="ICU", vars=['SAT02_VENOUS_MIN','SODIUM_MIN','TGO_MIN','TGP_MIN','TGP_MIN','TTPA_MIN','UREA_MIN','DIMER_MIN'])
<seaborn.axisgrid.PairGrid at 0x7b63cf813eb0>
Maximum
sns.pairplot(covid_data, hue="ICU", vars=['ALBUMIN_MAX','BE_ARTERIAL_MAX','BE_VENOUS_MAX','BIC_ARTERIAL_MAX','BIC_VENOUS_MAX'])
<seaborn.axisgrid.PairGrid at 0x7b63ccdf3e20>
sns.pairplot(covid_data, hue="ICU", vars=['BILLIRUBIN_MAX','BLAST_MAX','CALCIUM_MAX','CREATININ_MAX','GGT_MAX','GLUCOSE_MAX'])
<seaborn.axisgrid.PairGrid at 0x7b63cc190e20>
sns.pairplot(covid_data, hue="ICU", vars=['HEMATOCRITE_MAX','HEMOGLOBIN_MAX','INR_MAX','INR_MAX','LACTATE_MAX','LEUKOCYTES_MAX','LINFOCITOS_MAX','NEUTROPHILES_MAX'])
<seaborn.axisgrid.PairGrid at 0x7b63ca456320>
sns.pairplot(covid_data, hue="ICU", vars=['P02_ARTERIAL_MAX','P02_VENOUS_MAX','PC02_ARTERIAL_MAX','PC02_VENOUS_MAX','PCR_MAX','PH_ARTERIAL_MAX','PH_VENOUS_MAX'])
<seaborn.axisgrid.PairGrid at 0x7b63c8fc6230>
sns.pairplot(covid_data, hue="ICU", vars=['PLATELETS_MAX','POTASSIUM_MAX','SAT02_ARTERIAL_MAX','SAT02_VENOUS_MAX','SODIUM_MAX'])
<seaborn.axisgrid.PairGrid at 0x7b63c6cc6500>
sns.pairplot(covid_data, hue="ICU", vars=['TGO_MAX','TGP_MAX','TGP_MAX','TTPA_MAX','UREA_MAX','DIMER_MAX'])
<seaborn.axisgrid.PairGrid at 0x7b63c64e7be0>
#create an indepenent variable X
X = covid_icu_df.drop(["ICU"],axis=1)
#create dependant variable y
y = covid_icu_df['ICU']
from sklearn.model_selection import train_test_split
X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.2,random_state=5)
X_train.head()
| PATIENT_VISIT_IDENTIFIER | AGE_ABOVE65 | GENDER | DISEASE GROUPING 1 | DISEASE GROUPING 2 | DISEASE GROUPING 3 | DISEASE GROUPING 4 | DISEASE GROUPING 5 | DISEASE GROUPING 6 | HTN | IMMUNOCOMPROMISED | OTHER | ALBUMIN_MEDIAN | ALBUMIN_MEAN | ALBUMIN_MIN | ALBUMIN_MAX | ALBUMIN_DIFF | BE_ARTERIAL_MEDIAN | BE_ARTERIAL_MEAN | BE_ARTERIAL_MIN | BE_ARTERIAL_MAX | BE_ARTERIAL_DIFF | BE_VENOUS_MEDIAN | BE_VENOUS_MEAN | BE_VENOUS_MIN | BE_VENOUS_MAX | BE_VENOUS_DIFF | BIC_ARTERIAL_MEDIAN | BIC_ARTERIAL_MEAN | BIC_ARTERIAL_MIN | BIC_ARTERIAL_MAX | BIC_ARTERIAL_DIFF | BIC_VENOUS_MEDIAN | BIC_VENOUS_MEAN | BIC_VENOUS_MIN | BIC_VENOUS_MAX | BIC_VENOUS_DIFF | BILLIRUBIN_MEDIAN | BILLIRUBIN_MEAN | BILLIRUBIN_MIN | BILLIRUBIN_MAX | BILLIRUBIN_DIFF | BLAST_MEDIAN | BLAST_MEAN | BLAST_MIN | BLAST_MAX | BLAST_DIFF | CALCIUM_MEDIAN | CALCIUM_MEAN | CALCIUM_MIN | CALCIUM_MAX | CALCIUM_DIFF | CREATININ_MEDIAN | CREATININ_MEAN | CREATININ_MIN | CREATININ_MAX | CREATININ_DIFF | FFA_MEDIAN | FFA_MEAN | FFA_MIN | FFA_MAX | FFA_DIFF | GGT_MEDIAN | GGT_MEAN | GGT_MIN | GGT_MAX | GGT_DIFF | GLUCOSE_MEDIAN | GLUCOSE_MEAN | GLUCOSE_MIN | GLUCOSE_MAX | GLUCOSE_DIFF | HEMATOCRITE_MEDIAN | HEMATOCRITE_MEAN | HEMATOCRITE_MIN | HEMATOCRITE_MAX | HEMATOCRITE_DIFF | HEMOGLOBIN_MEDIAN | HEMOGLOBIN_MEAN | HEMOGLOBIN_MIN | HEMOGLOBIN_MAX | HEMOGLOBIN_DIFF | INR_MEDIAN | INR_MEAN | INR_MIN | INR_MAX | INR_DIFF | LACTATE_MEDIAN | LACTATE_MEAN | LACTATE_MIN | LACTATE_MAX | LACTATE_DIFF | LEUKOCYTES_MEDIAN | LEUKOCYTES_MEAN | LEUKOCYTES_MIN | LEUKOCYTES_MAX | LEUKOCYTES_DIFF | LINFOCITOS_MEDIAN | LINFOCITOS_MEAN | LINFOCITOS_MIN | LINFOCITOS_MAX | LINFOCITOS_DIFF | NEUTROPHILES_MEDIAN | NEUTROPHILES_MEAN | NEUTROPHILES_MIN | NEUTROPHILES_MAX | NEUTROPHILES_DIFF | P02_ARTERIAL_MEDIAN | P02_ARTERIAL_MEAN | P02_ARTERIAL_MIN | P02_ARTERIAL_MAX | P02_ARTERIAL_DIFF | P02_VENOUS_MEDIAN | P02_VENOUS_MEAN | P02_VENOUS_MIN | ... | PCR_MEAN | PCR_MIN | PCR_MAX | PCR_DIFF | PH_ARTERIAL_MEDIAN | PH_ARTERIAL_MEAN | PH_ARTERIAL_MIN | PH_ARTERIAL_MAX | PH_ARTERIAL_DIFF | PH_VENOUS_MEDIAN | PH_VENOUS_MEAN | PH_VENOUS_MIN | PH_VENOUS_MAX | PH_VENOUS_DIFF | PLATELETS_MEDIAN | PLATELETS_MEAN | PLATELETS_MIN | PLATELETS_MAX | PLATELETS_DIFF | POTASSIUM_MEDIAN | POTASSIUM_MEAN | POTASSIUM_MIN | POTASSIUM_MAX | POTASSIUM_DIFF | SAT02_ARTERIAL_MEDIAN | SAT02_ARTERIAL_MEAN | SAT02_ARTERIAL_MIN | SAT02_ARTERIAL_MAX | SAT02_ARTERIAL_DIFF | SAT02_VENOUS_MEDIAN | SAT02_VENOUS_MEAN | SAT02_VENOUS_MIN | SAT02_VENOUS_MAX | SAT02_VENOUS_DIFF | SODIUM_MEDIAN | SODIUM_MEAN | SODIUM_MIN | SODIUM_MAX | SODIUM_DIFF | TGO_MEDIAN | TGO_MEAN | TGO_MIN | TGO_MAX | TGO_DIFF | TGP_MEDIAN | TGP_MEAN | TGP_MIN | TGP_MAX | TGP_DIFF | TTPA_MEDIAN | TTPA_MEAN | TTPA_MIN | TTPA_MAX | TTPA_DIFF | UREA_MEDIAN | UREA_MEAN | UREA_MIN | UREA_MAX | UREA_DIFF | DIMER_MEDIAN | DIMER_MEAN | DIMER_MIN | DIMER_MAX | DIMER_DIFF | BLOODPRESSURE_DIASTOLIC_MEAN | BLOODPRESSURE_SISTOLIC_MEAN | HEART_RATE_MEAN | RESPIRATORY_RATE_MEAN | TEMPERATURE_MEAN | OXYGEN_SATURATION_MEAN | BLOODPRESSURE_DIASTOLIC_MEDIAN | BLOODPRESSURE_SISTOLIC_MEDIAN | HEART_RATE_MEDIAN | RESPIRATORY_RATE_MEDIAN | TEMPERATURE_MEDIAN | OXYGEN_SATURATION_MEDIAN | BLOODPRESSURE_DIASTOLIC_MIN | BLOODPRESSURE_SISTOLIC_MIN | HEART_RATE_MIN | RESPIRATORY_RATE_MIN | TEMPERATURE_MIN | OXYGEN_SATURATION_MIN | BLOODPRESSURE_DIASTOLIC_MAX | BLOODPRESSURE_SISTOLIC_MAX | HEART_RATE_MAX | RESPIRATORY_RATE_MAX | TEMPERATURE_MAX | OXYGEN_SATURATION_MAX | BLOODPRESSURE_DIASTOLIC_DIFF | BLOODPRESSURE_SISTOLIC_DIFF | HEART_RATE_DIFF | RESPIRATORY_RATE_DIFF | TEMPERATURE_DIFF | OXYGEN_SATURATION_DIFF | BLOODPRESSURE_DIASTOLIC_DIFF_REL | BLOODPRESSURE_SISTOLIC_DIFF_REL | HEART_RATE_DIFF_REL | RESPIRATORY_RATE_DIFF_REL | TEMPERATURE_DIFF_REL | OXYGEN_SATURATION_DIFF_REL | AGE_PERCENTIL_10th | AGE_PERCENTIL_20th | AGE_PERCENTIL_30th | AGE_PERCENTIL_40th | AGE_PERCENTIL_50th | AGE_PERCENTIL_60th | AGE_PERCENTIL_70th | AGE_PERCENTIL_80th | AGE_PERCENTIL_90th | AGE_PERCENTIL_Above 90th | WINDOW_0-2 | WINDOW_2-4 | WINDOW_4-6 | WINDOW_6-12 | WINDOW_ABOVE_12 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 119 | 23 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.990 | -0.990 | -0.990 | -0.990 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.357 | 0.357 | 0.357 | 0.357 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | -0.872 | -0.872 | -0.872 | -0.872 | -1.000 | -0.968 | -0.968 | -0.968 | -0.968 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.254 | -0.254 | -0.254 | -0.254 | -1.000 | -0.232 | -0.232 | -0.232 | -0.232 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.783 | -0.783 | -0.783 | -0.783 | -1.000 | -0.459 | -0.459 | -0.459 | -0.459 | -1.000 | -0.904 | -0.904 | -0.904 | -0.904 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | ... | -0.905 | -0.905 | -0.905 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.065 | -0.065 | -0.065 | -0.065 | -1.000 | -0.556 | -0.556 | -0.556 | -0.556 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | 0.086 | 0.086 | 0.086 | 0.086 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | -0.985 | -0.985 | -0.985 | -0.985 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.918 | -0.918 | -0.918 | -0.918 | -1.000 | -0.961 | -0.961 | -0.961 | -0.961 | -1.000 | 0.018 | -0.478 | -0.353 | -0.519 | -0.006 | 0.732 | 0.086 | -0.469 | -0.340 | -0.552 | -0.018 | 0.737 | -0.175 | -0.375 | -0.436 | -0.500 | 0.253 | 0.838 | -0.162 | -0.568 | -0.164 | -0.212 | -0.043 | 0.895 | -0.565 | -0.755 | -0.481 | -0.588 | -0.738 | -0.879 | -0.674 | -0.726 | -0.604 | -0.561 | -0.738 | -0.879 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 1429 | 285 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.962 | -0.962 | -0.962 | -0.962 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.357 | 0.357 | 0.357 | 0.357 | -1.000 | -0.936 | -0.936 | -0.936 | -0.936 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.249 | -0.249 | -0.249 | -0.249 | -1.000 | -0.268 | -0.268 | -0.268 | -0.268 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.794 | -0.794 | -0.794 | -0.794 | -1.000 | -0.674 | -0.674 | -0.674 | -0.674 | -1.000 | -0.890 | -0.890 | -0.890 | -0.890 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | ... | -0.868 | -0.868 | -0.868 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.105 | -0.105 | -0.105 | -0.105 | -1.000 | -0.519 | -0.519 | -0.519 | -0.519 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | -0.143 | -0.143 | -0.143 | -0.143 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.993 | -0.993 | -0.993 | -0.993 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.899 | -0.899 | -0.899 | -0.899 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | -0.276 | -0.181 | -0.333 | -0.402 | 0.030 | 0.734 | -0.333 | -0.200 | -0.340 | -0.517 | 0.036 | 0.737 | -0.278 | -0.263 | -0.470 | -0.643 | 0.011 | 0.838 | 0.128 | -0.038 | -0.060 | 0.333 | 0.304 | 0.895 | -0.183 | -0.264 | -0.344 | 0.059 | -0.190 | -0.879 | -0.222 | -0.286 | -0.499 | 0.097 | -0.195 | -0.879 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 154 | 30 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.979 | -0.979 | -0.979 | -0.979 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.327 | 0.327 | 0.327 | 0.327 | -1.000 | -0.925 | -0.925 | -0.925 | -0.925 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.308 | -0.308 | -0.308 | -0.308 | -1.000 | -0.390 | -0.390 | -0.390 | -0.390 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.764 | -0.764 | -0.764 | -0.764 | -1.000 | -0.718 | -0.718 | -0.718 | -0.718 | -1.000 | -0.839 | -0.839 | -0.839 | -0.839 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | ... | -0.988 | -0.988 | -0.988 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.509 | -0.509 | -0.509 | -0.509 | -1.000 | -0.593 | -0.593 | -0.593 | -0.593 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | 0.200 | 0.200 | 0.200 | 0.200 | -1.000 | -0.998 | -0.998 | -0.998 | -0.998 | -1.000 | -0.996 | -0.996 | -0.996 | -0.996 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.899 | -0.899 | -0.899 | -0.899 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.147 | -0.577 | -0.497 | -0.562 | -0.208 | 0.870 | -0.160 | -0.538 | -0.509 | -0.517 | -0.179 | 0.895 | -0.175 | -0.500 | -0.487 | -0.714 | 0.077 | 0.859 | -0.248 | -0.232 | -0.448 | -0.394 | -0.130 | 1.000 | -0.652 | -0.252 | -0.725 | -0.588 | -0.619 | -0.859 | -0.702 | -0.129 | -0.762 | -0.573 | -0.615 | -0.863 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 1404 | 280 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 1.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.510 | 0.510 | 0.510 | 0.510 | -1.000 | -0.936 | -0.936 | -0.936 | -0.936 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.881 | -0.881 | -0.881 | -0.881 | -1.000 | -0.111 | -0.111 | -0.111 | -0.111 | -1.000 | -0.268 | -0.268 | -0.268 | -0.268 | -1.000 | -0.962 | -0.962 | -0.962 | -0.962 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.764 | -0.764 | -0.764 | -0.764 | -1.000 | -0.564 | -0.564 | -0.564 | -0.564 | -1.000 | -0.859 | -0.859 | -0.859 | -0.859 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.704 | -0.704 | -0.704 | ... | -0.999 | -0.999 | -0.999 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.140 | -0.140 | -0.140 | -0.140 | -1.000 | -0.370 | -0.370 | -0.370 | -0.370 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | 0.029 | 0.029 | 0.029 | 0.029 | -1.000 | -0.999 | -0.999 | -0.999 | -0.999 | -1.000 | -0.998 | -0.998 | -0.998 | -0.998 | -1.000 | -0.837 | -0.837 | -0.837 | -0.837 | -1.000 | -0.918 | -0.918 | -0.918 | -0.918 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | -0.157 | -0.632 | -0.234 | -0.562 | -0.112 | 0.881 | -0.160 | -0.692 | -0.208 | -0.586 | -0.107 | 0.895 | -0.175 | -0.500 | -0.436 | -0.643 | 0.165 | 0.919 | -0.248 | -0.459 | -0.179 | -0.455 | -0.101 | 0.947 | -0.652 | -0.509 | -0.496 | -0.706 | -0.690 | -0.939 | -0.702 | -0.372 | -0.648 | -0.677 | -0.689 | -0.941 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 1079 | 215 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1.000 | 1.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.937 | -0.937 | -0.937 | -0.937 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.551 | 0.551 | 0.551 | 0.551 | -1.000 | -0.837 | -0.837 | -0.837 | -0.837 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.577 | -0.577 | -0.577 | -0.577 | -1.000 | -0.646 | -0.646 | -0.646 | -0.646 | -1.000 | -0.907 | -0.907 | -0.907 | -0.907 | -1.000 | -0.867 | -0.867 | -0.867 | -0.867 | -1.000 | -0.255 | -0.255 | -0.255 | -0.255 | -1.000 | -0.803 | -0.803 | -0.803 | -0.803 | -1.000 | -0.279 | -0.279 | -0.279 | -0.279 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.740 | -0.740 | -0.740 | ... | -0.962 | -0.962 | -0.962 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.394 | 0.394 | 0.394 | 0.394 | -1.000 | -0.541 | -0.541 | -0.541 | -0.541 | -1.000 | -0.556 | -0.556 | -0.556 | -0.556 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.111 | 0.111 | 0.111 | 0.111 | -1.000 | 0.429 | 0.429 | 0.429 | 0.429 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.946 | -0.946 | -0.946 | -0.946 | -1.000 | -0.031 | -0.031 | -0.031 | -0.031 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | 0.077 | 0.181 | -0.351 | -0.438 | -0.194 | 0.696 | 0.037 | 0.231 | -0.358 | -0.448 | -0.250 | 0.684 | -0.526 | -0.838 | -0.709 | -0.929 | 0.011 | 0.798 | 0.231 | 0.254 | 0.015 | 0.697 | 0.072 | 0.895 | 0.130 | 0.632 | -0.053 | 0.647 | -0.381 | -0.838 | -0.130 | 0.305 | -0.268 | 0.616 | -0.371 | -0.837 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 |
5 rows × 243 columns
from sklearn.svm import SVC
from sklearn.metrics import classification_report, confusion_matrix
svc_model = SVC()
#fit model to training dataset
svc_model.fit(X_train,y_train)
SVC()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
SVC()
#predict model using test dataset
y_pred = svc_model.predict(X_test)
#confusion matrx
cm = confusion_matrix(y_test,y_pred)
#visialize the matrix
sns.heatmap(cm, annot=True)
<Axes: >
#analyze oxygen saturation and temperature (data was already normalized)
sns.scatterplot(x= 'OXYGEN_SATURATION_MEAN',y='TEMPERATURE_MEAN',hue='ICU',data = covid_data)
<Axes: xlabel='OXYGEN_SATURATION_MEAN', ylabel='TEMPERATURE_MEAN'>
print(classification_report(y_test,y_pred))
precision recall f1-score support
0 0.60 0.62 0.61 58
1 0.55 0.53 0.54 51
accuracy 0.58 109
macro avg 0.58 0.58 0.58 109
weighted avg 0.58 0.58 0.58 109
from sklearn.preprocessing import StandardScaler
scaler = StandardScaler()
scaler.fit(covid_icu_df)
StandardScaler()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
StandardScaler()
scaled_data = scaler.transform(covid_icu_df)
from sklearn.decomposition import PCA
pca = PCA(n_components = 6)
pca.fit(scaled_data)
PCA(n_components=6)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
PCA(n_components=6)
x_pca = pca.transform(scaled_data)
scaled_data.shape
(545, 244)
x_pca.shape
(545, 6)
plt.figure(figsize=(8,6))
plt.scatter(x_pca[:,0],x_pca[:,1],c=covid_icu_df['ICU'],cmap='rainbow')
plt.xlabel('First principal component')
plt.ylabel('Second Principal Component')
Text(0, 0.5, 'Second Principal Component')
pca.components_
array([[-0.00761693, 0.05669759, -0.00423382, ..., -0.02806448,
-0.03234043, 0.08199382],
[-0.00292874, 0.00161737, -0.00303475, ..., 0.01933982,
0.02306678, -0.06624783],
[ 0.02808364, 0.02700681, -0.02139796, ..., 0.03460649,
0.04954377, -0.12107301],
[ 0.01059482, -0.05412719, 0.01151893, ..., 0.00402355,
-0.00037937, 0.02583137],
[ 0.00221165, -0.05928388, -0.0176845 , ..., -0.01088458,
-0.05389467, 0.12949314],
[-0.01765375, -0.09225914, -0.03498775, ..., 0.02585492,
0.02150157, -0.06840848]])
from sklearn.linear_model import LogisticRegression
X_train_pca, X_test_pca, y_train, y_test = train_test_split(x_pca, y, test_size=0.2, random_state=30)
model = LogisticRegression(max_iter=1000)
model.fit(X_train_pca, y_train)
model.score(X_test_pca, y_test)
0.8256880733944955
#lets do for less components
pca = PCA(n_components = 2)
pca.fit(scaled_data)
PCA(n_components=2)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
PCA(n_components=2)
x_pca = pca.transform(scaled_data)
x_pca.shape
(545, 2)
plt.figure(figsize=(8,6))
plt.scatter(x_pca[:,0],x_pca[:,1],c=covid_icu_df['ICU'],cmap='rainbow')
plt.xlabel('First principal component')
plt.ylabel('Second Principal Component')
Text(0, 0.5, 'Second Principal Component')
X_train_pca, X_test_pca, y_train, y_test = train_test_split(x_pca, y, test_size=0.2, random_state=30)
model = LogisticRegression(max_iter=1000)
model.fit(X_train_pca, y_train)
model.score(X_test_pca, y_test)
0.8165137614678899
from IPython.display import Image
%matplotlib inline
import numpy as np
import pandas as pd
from matplotlib.colors import ListedColormap
import matplotlib.pyplot as plt
# To check recent matplotlib compatibility
import matplotlib
from distutils.version import LooseVersion
import csv
covid_svc_np = np.array(covid_icu_df)
display(covid_svc_np)
array([[ 0., 1., 0., ..., 0., 0., 1.],
[ 1., 1., 1., ..., 0., 0., 0.],
[ 1., 1., 1., ..., 0., 1., 0.],
...,
[383., 0., 1., ..., 0., 0., 1.],
[384., 0., 1., ..., 0., 0., 0.],
[384., 0., 1., ..., 0., 0., 1.]])
index_vital_O2 = np.where(covid_svc_np =='OXYGEN_SATURATION_MEAN')
print(index_vital_O2)
(array([], dtype=int64),)
index_vital_TEMP = np.where(covid_svc_np =='TEMPERATURE_MEAN')
print(index_vital_TEMP)
(array([], dtype=int64),)
index_ICU = np.where(covid_svc_np =='ICU')
print(index_ICU)
(array([], dtype=int64),)
#copy first row
covid_label = covid_svc_np[0]
covid_svc_np_nolabel = np.delete(covid_svc_np,(0),axis=0)
display(covid_svc_np_nolabel)
array([[ 1., 1., 1., ..., 0., 0., 0.],
[ 1., 1., 1., ..., 0., 1., 0.],
[ 1., 1., 1., ..., 0., 0., 1.],
...,
[383., 0., 1., ..., 0., 0., 1.],
[384., 0., 1., ..., 0., 0., 0.],
[384., 0., 1., ..., 0., 0., 1.]])
from sklearn.model_selection import train_test_split
#print(covid_svc_np[:,0])
target = covid_svc_np_nolabel[0:,230]
y= target
X = covid_svc_np_nolabel[:,[197,198]]
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=1, stratify=y)
X[:,[0,1]]
array([[ 0.89473684, -0.40740741],
[ 1. , -0.50617284],
[ 0.84197658, -0.18518519],
...,
[ 0.70598911, -0.16049383],
[ 0.57894737, 0.08641975],
[ 0.6622807 , -0.16049383]])
X.dtype
dtype('float64')
y.dtype
dtype('float64')
len(X_train)
380
len(y_train)
380
len(X_test)
164
len(y_test)
164
from sklearn.svm import SVC
model = SVC()
model.fit(X_train, y_train)
SVC()In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
SVC()
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import matplotlib as mpl
from sklearn import linear_model
import seaborn as sns
import statsmodels.api as sm
import statsmodels.formula.api as smf
target = covid_icu_df['ICU']
y=target
#drop_target
X = covid_icu_df.drop(["ICU"],axis=1)
X = covid_icu_df.drop(["PATIENT_VISIT_IDENTIFIER"],axis=1)
X.head()
| AGE_ABOVE65 | GENDER | DISEASE GROUPING 1 | DISEASE GROUPING 2 | DISEASE GROUPING 3 | DISEASE GROUPING 4 | DISEASE GROUPING 5 | DISEASE GROUPING 6 | HTN | IMMUNOCOMPROMISED | OTHER | ALBUMIN_MEDIAN | ALBUMIN_MEAN | ALBUMIN_MIN | ALBUMIN_MAX | ALBUMIN_DIFF | BE_ARTERIAL_MEDIAN | BE_ARTERIAL_MEAN | BE_ARTERIAL_MIN | BE_ARTERIAL_MAX | BE_ARTERIAL_DIFF | BE_VENOUS_MEDIAN | BE_VENOUS_MEAN | BE_VENOUS_MIN | BE_VENOUS_MAX | BE_VENOUS_DIFF | BIC_ARTERIAL_MEDIAN | BIC_ARTERIAL_MEAN | BIC_ARTERIAL_MIN | BIC_ARTERIAL_MAX | BIC_ARTERIAL_DIFF | BIC_VENOUS_MEDIAN | BIC_VENOUS_MEAN | BIC_VENOUS_MIN | BIC_VENOUS_MAX | BIC_VENOUS_DIFF | BILLIRUBIN_MEDIAN | BILLIRUBIN_MEAN | BILLIRUBIN_MIN | BILLIRUBIN_MAX | BILLIRUBIN_DIFF | BLAST_MEDIAN | BLAST_MEAN | BLAST_MIN | BLAST_MAX | BLAST_DIFF | CALCIUM_MEDIAN | CALCIUM_MEAN | CALCIUM_MIN | CALCIUM_MAX | CALCIUM_DIFF | CREATININ_MEDIAN | CREATININ_MEAN | CREATININ_MIN | CREATININ_MAX | CREATININ_DIFF | FFA_MEDIAN | FFA_MEAN | FFA_MIN | FFA_MAX | FFA_DIFF | GGT_MEDIAN | GGT_MEAN | GGT_MIN | GGT_MAX | GGT_DIFF | GLUCOSE_MEDIAN | GLUCOSE_MEAN | GLUCOSE_MIN | GLUCOSE_MAX | GLUCOSE_DIFF | HEMATOCRITE_MEDIAN | HEMATOCRITE_MEAN | HEMATOCRITE_MIN | HEMATOCRITE_MAX | HEMATOCRITE_DIFF | HEMOGLOBIN_MEDIAN | HEMOGLOBIN_MEAN | HEMOGLOBIN_MIN | HEMOGLOBIN_MAX | HEMOGLOBIN_DIFF | INR_MEDIAN | INR_MEAN | INR_MIN | INR_MAX | INR_DIFF | LACTATE_MEDIAN | LACTATE_MEAN | LACTATE_MIN | LACTATE_MAX | LACTATE_DIFF | LEUKOCYTES_MEDIAN | LEUKOCYTES_MEAN | LEUKOCYTES_MIN | LEUKOCYTES_MAX | LEUKOCYTES_DIFF | LINFOCITOS_MEDIAN | LINFOCITOS_MEAN | LINFOCITOS_MIN | LINFOCITOS_MAX | LINFOCITOS_DIFF | NEUTROPHILES_MEDIAN | NEUTROPHILES_MEAN | NEUTROPHILES_MIN | NEUTROPHILES_MAX | NEUTROPHILES_DIFF | P02_ARTERIAL_MEDIAN | P02_ARTERIAL_MEAN | P02_ARTERIAL_MIN | P02_ARTERIAL_MAX | P02_ARTERIAL_DIFF | P02_VENOUS_MEDIAN | P02_VENOUS_MEAN | P02_VENOUS_MIN | P02_VENOUS_MAX | ... | PCR_MIN | PCR_MAX | PCR_DIFF | PH_ARTERIAL_MEDIAN | PH_ARTERIAL_MEAN | PH_ARTERIAL_MIN | PH_ARTERIAL_MAX | PH_ARTERIAL_DIFF | PH_VENOUS_MEDIAN | PH_VENOUS_MEAN | PH_VENOUS_MIN | PH_VENOUS_MAX | PH_VENOUS_DIFF | PLATELETS_MEDIAN | PLATELETS_MEAN | PLATELETS_MIN | PLATELETS_MAX | PLATELETS_DIFF | POTASSIUM_MEDIAN | POTASSIUM_MEAN | POTASSIUM_MIN | POTASSIUM_MAX | POTASSIUM_DIFF | SAT02_ARTERIAL_MEDIAN | SAT02_ARTERIAL_MEAN | SAT02_ARTERIAL_MIN | SAT02_ARTERIAL_MAX | SAT02_ARTERIAL_DIFF | SAT02_VENOUS_MEDIAN | SAT02_VENOUS_MEAN | SAT02_VENOUS_MIN | SAT02_VENOUS_MAX | SAT02_VENOUS_DIFF | SODIUM_MEDIAN | SODIUM_MEAN | SODIUM_MIN | SODIUM_MAX | SODIUM_DIFF | TGO_MEDIAN | TGO_MEAN | TGO_MIN | TGO_MAX | TGO_DIFF | TGP_MEDIAN | TGP_MEAN | TGP_MIN | TGP_MAX | TGP_DIFF | TTPA_MEDIAN | TTPA_MEAN | TTPA_MIN | TTPA_MAX | TTPA_DIFF | UREA_MEDIAN | UREA_MEAN | UREA_MIN | UREA_MAX | UREA_DIFF | DIMER_MEDIAN | DIMER_MEAN | DIMER_MIN | DIMER_MAX | DIMER_DIFF | BLOODPRESSURE_DIASTOLIC_MEAN | BLOODPRESSURE_SISTOLIC_MEAN | HEART_RATE_MEAN | RESPIRATORY_RATE_MEAN | TEMPERATURE_MEAN | OXYGEN_SATURATION_MEAN | BLOODPRESSURE_DIASTOLIC_MEDIAN | BLOODPRESSURE_SISTOLIC_MEDIAN | HEART_RATE_MEDIAN | RESPIRATORY_RATE_MEDIAN | TEMPERATURE_MEDIAN | OXYGEN_SATURATION_MEDIAN | BLOODPRESSURE_DIASTOLIC_MIN | BLOODPRESSURE_SISTOLIC_MIN | HEART_RATE_MIN | RESPIRATORY_RATE_MIN | TEMPERATURE_MIN | OXYGEN_SATURATION_MIN | BLOODPRESSURE_DIASTOLIC_MAX | BLOODPRESSURE_SISTOLIC_MAX | HEART_RATE_MAX | RESPIRATORY_RATE_MAX | TEMPERATURE_MAX | OXYGEN_SATURATION_MAX | BLOODPRESSURE_DIASTOLIC_DIFF | BLOODPRESSURE_SISTOLIC_DIFF | HEART_RATE_DIFF | RESPIRATORY_RATE_DIFF | TEMPERATURE_DIFF | OXYGEN_SATURATION_DIFF | BLOODPRESSURE_DIASTOLIC_DIFF_REL | BLOODPRESSURE_SISTOLIC_DIFF_REL | HEART_RATE_DIFF_REL | RESPIRATORY_RATE_DIFF_REL | TEMPERATURE_DIFF_REL | OXYGEN_SATURATION_DIFF_REL | ICU | AGE_PERCENTIL_10th | AGE_PERCENTIL_20th | AGE_PERCENTIL_30th | AGE_PERCENTIL_40th | AGE_PERCENTIL_50th | AGE_PERCENTIL_60th | AGE_PERCENTIL_70th | AGE_PERCENTIL_80th | AGE_PERCENTIL_90th | AGE_PERCENTIL_Above 90th | WINDOW_0-2 | WINDOW_2-4 | WINDOW_4-6 | WINDOW_6-12 | WINDOW_ABOVE_12 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | -1.000 | -0.872 | -0.872 | -0.872 | -0.872 | -1.000 | -0.864 | -0.864 | -0.864 | -0.864 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.415 | -0.415 | -0.415 | -0.415 | -1.000 | -0.979 | -0.979 | -0.979 | -0.979 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.327 | 0.327 | 0.327 | 0.327 | -1.000 | -0.926 | -0.926 | -0.926 | -0.926 | -1.000 | -0.859 | -0.859 | -0.859 | -0.859 | -1.000 | -0.669 | -0.669 | -0.669 | -0.669 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.321 | -0.321 | -0.321 | -0.321 | -1.000 | -0.354 | -0.354 | -0.354 | -0.354 | -1.000 | -0.980 | -0.980 | -0.980 | -0.980 | -1.000 | -0.963 | -0.963 | -0.963 | -0.963 | -1.000 | -0.763 | -0.763 | -0.763 | -0.763 | -1.000 | -0.643 | -0.643 | -0.643 | -0.643 | -1.000 | -0.869 | -0.869 | -0.869 | -0.869 | -1.000 | -0.366 | -0.366 | -0.366 | -0.366 | -1.000 | -0.231 | -0.231 | -0.231 | -0.231 | ... | -1.000 | -1.000 | -1.000 | 0.574 | 0.574 | 0.574 | 0.574 | -1.000 | 0.394 | 0.394 | 0.394 | 0.394 | -1.000 | -0.471 | -0.471 | -0.471 | -0.471 | -1.000 | -0.667 | -0.667 | -0.667 | -0.667 | -1.000 | 0.848 | 0.848 | 0.848 | 0.848 | -1.000 | 0.926 | 0.926 | 0.926 | 0.926 | -1.000 | 0.143 | 0.143 | 0.143 | 0.143 | -1.000 | -0.999 | -0.999 | -0.999 | -0.999 | -1.000 | -0.984 | -0.984 | -0.984 | -0.984 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.836 | -0.836 | -0.836 | -0.836 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.243 | -0.339 | -0.213 | -0.318 | 0.034 | 0.666 | -0.284 | -0.377 | -0.189 | -0.379 | 0.036 | 0.632 | -0.340 | -0.487 | -0.573 | -0.857 | 0.099 | 0.798 | -0.077 | 0.286 | 0.299 | 0.273 | 0.362 | 0.947 | -0.339 | 0.325 | 0.115 | 0.176 | -0.238 | -0.818 | -0.390 | 0.408 | -0.230 | 0.097 | -0.242 | -0.814 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 6 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000 | 1.000 | 1.000 | -0.211 | -0.211 | -0.211 | -0.211 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.220 | -0.220 | -0.220 | -0.220 | -1.000 | -0.968 | -0.968 | -0.968 | -0.968 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.531 | 0.531 | 0.531 | 0.531 | -1.000 | -0.615 | -0.615 | -0.615 | -0.615 | -1.000 | -0.770 | -0.770 | -0.770 | -0.770 | -1.000 | -0.982 | -0.982 | -0.982 | -0.982 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.870 | -0.870 | -0.870 | -0.870 | -1.000 | -0.915 | -0.915 | -0.915 | -0.915 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.524 | -0.524 | -0.524 | -0.524 | -1.000 | -0.859 | -0.859 | -0.859 | -0.859 | -1.000 | -0.557 | -0.557 | -0.557 | -0.557 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | ... | -0.834 | -0.834 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | -0.061 | -0.061 | -0.061 | -0.061 | -1.000 | -0.637 | -0.637 | -0.637 | -0.637 | -1.000 | -0.630 | -0.630 | -0.630 | -0.630 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | -0.257 | -0.257 | -0.257 | -0.257 | -1.000 | -0.997 | -0.997 | -0.997 | -0.997 | -1.000 | -0.994 | -0.994 | -0.994 | -0.994 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.561 | -0.561 | -0.561 | -0.561 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | -0.407 | 0.892 | -0.226 | -0.390 | -0.107 | 0.895 | -0.407 | 0.892 | -0.226 | -0.379 | -0.107 | 0.895 | -0.175 | 0.912 | -0.111 | -0.286 | 0.319 | 0.960 | -0.590 | 0.330 | -0.388 | -0.455 | -0.275 | 0.895 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 |
| 8 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1.000 | 1.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -0.840 | -0.840 | -0.840 | -0.840 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.220 | -0.220 | -0.220 | -0.220 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.367 | 0.367 | 0.367 | 0.367 | -1.000 | -0.908 | -0.908 | -0.908 | -0.908 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.002 | -0.002 | -0.002 | -0.002 | -1.000 | 0.020 | 0.020 | 0.020 | 0.020 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.976 | -0.976 | -0.976 | -0.976 | -1.000 | -0.735 | -0.735 | -0.735 | -0.735 | -1.000 | -0.614 | -0.614 | -0.614 | -0.614 | -1.000 | -0.813 | -0.813 | -0.813 | -0.813 | -1.000 | -0.012 | -0.012 | -0.012 | -0.012 | -1.000 | -0.704 | -0.704 | -0.704 | -0.704 | ... | -0.982 | -0.982 | -1.000 | 0.149 | 0.149 | 0.149 | 0.149 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.228 | -0.228 | -0.228 | -0.228 | -1.000 | -0.741 | -0.741 | -0.741 | -0.741 | -1.000 | 0.970 | 0.970 | 0.970 | 0.970 | -1.000 | 0.346 | 0.346 | 0.346 | 0.346 | -1.000 | 0.067 | 0.067 | 0.067 | 0.067 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.635 | -0.635 | -0.635 | -0.635 | -1.000 | -0.880 | -0.880 | -0.880 | -0.880 | -1.000 | -0.944 | -0.944 | -0.944 | -0.944 | -1.000 | -0.457 | 0.532 | -0.385 | -0.146 | 0.114 | 1.000 | -0.506 | 0.631 | -0.358 | -0.103 | 0.143 | 1.000 | -0.258 | 0.475 | -0.299 | -0.143 | 0.407 | 1.000 | -0.573 | 0.168 | -0.478 | -0.091 | -0.014 | 1.000 | -0.913 | -0.755 | -0.924 | -0.765 | -0.881 | -1.000 | -0.907 | -0.831 | -0.941 | -0.817 | -0.883 | -1.000 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 9 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1.000 | 1.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -0.914 | -0.914 | -0.914 | -0.914 | -1.000 | -0.916 | -0.916 | -0.916 | -0.916 | -1.000 | -0.268 | -0.268 | -0.268 | -0.268 | -1.000 | -0.268 | -0.268 | -0.268 | -0.268 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.531 | 0.531 | 0.531 | 0.531 | -1.000 | -0.435 | -0.435 | -0.435 | -0.435 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | -0.686 | -0.686 | -0.686 | -0.686 | -1.000 | -0.720 | -0.720 | -0.720 | -0.720 | -1.000 | -0.972 | -0.972 | -0.972 | -0.972 | -1.000 | -0.976 | -0.976 | -0.976 | -0.976 | -1.000 | -0.703 | -0.703 | -0.703 | -0.703 | -1.000 | -0.718 | -0.718 | -0.718 | -0.718 | -1.000 | -0.778 | -0.778 | -0.778 | -0.778 | -1.000 | 0.341 | 0.341 | 0.341 | 0.341 | -1.000 | -0.574 | -0.574 | -0.574 | -0.574 | ... | -0.949 | -0.949 | -1.000 | 0.362 | 0.362 | 0.362 | 0.362 | -1.000 | 0.364 | 0.364 | 0.364 | 0.364 | -1.000 | -0.300 | -0.300 | -0.300 | -0.300 | -1.000 | -0.185 | -0.185 | -0.185 | -0.185 | -1.000 | 1.000 | 1.000 | 1.000 | 1.000 | -1.000 | 0.580 | 0.580 | 0.580 | 0.580 | -1.000 | -0.314 | -0.314 | -0.314 | -0.314 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.826 | -0.826 | -0.826 | -0.826 | -1.000 | -0.460 | -0.460 | -0.460 | -0.460 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | -0.178 | 0.213 | -0.141 | -0.380 | 0.011 | 0.842 | -0.185 | 0.185 | -0.170 | -0.379 | 0.000 | 0.842 | -0.588 | -0.325 | -0.573 | -1.000 | 0.011 | 0.798 | 0.556 | 0.557 | 0.299 | 0.758 | 0.710 | 1.000 | 0.513 | 0.472 | 0.115 | 0.765 | 0.143 | -0.798 | 0.316 | 0.200 | -0.240 | 0.645 | 0.140 | -0.802 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.000 | 0.000 | 1.000 | 0.605 | 0.605 | 0.605 | 0.605 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -0.317 | -0.317 | -0.317 | -0.317 | -1.000 | -0.463 | -0.463 | -0.463 | -0.463 | -1.000 | -0.939 | -0.939 | -0.939 | -0.939 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | -1.000 | 0.367 | 0.367 | 0.367 | 0.367 | -1.000 | -0.907 | -0.907 | -0.907 | -0.907 | -1.000 | -0.742 | -0.742 | -0.742 | -0.742 | -1.000 | -0.959 | -0.959 | -0.959 | -0.959 | -1.000 | -0.892 | -0.892 | -0.892 | -0.892 | -1.000 | 0.019 | 0.019 | 0.019 | 0.019 | -1.000 | 0.000 | 0.000 | 0.000 | 0.000 | -1.000 | -0.960 | -0.960 | -0.960 | -0.960 | -1.000 | -0.949 | -0.949 | -0.949 | -0.949 | -1.000 | -0.629 | -0.629 | -0.629 | -0.629 | -1.000 | -0.730 | -0.730 | -0.730 | -0.730 | -1.000 | -0.724 | -0.724 | -0.724 | -0.724 | -1.000 | -0.171 | -0.171 | -0.171 | -0.171 | -1.000 | -0.479 | -0.479 | -0.479 | -0.479 | ... | -0.587 | -0.587 | -1.000 | 0.234 | 0.234 | 0.234 | 0.234 | -1.000 | 0.424 | 0.424 | 0.424 | 0.424 | -1.000 | -0.228 | -0.228 | -0.228 | -0.228 | -1.000 | -0.593 | -0.593 | -0.593 | -0.593 | -1.000 | 0.939 | 0.939 | 0.939 | 0.939 | -1.000 | 0.778 | 0.778 | 0.778 | 0.778 | -1.000 | -0.143 | -0.143 | -0.143 | -0.143 | -1.000 | -0.995 | -0.995 | -0.995 | -0.995 | -1.000 | -0.987 | -0.987 | -0.987 | -0.987 | -1.000 | -0.847 | -0.847 | -0.847 | -0.847 | -1.000 | -0.928 | -0.928 | -0.928 | -0.928 | -1.000 | -0.978 | -0.978 | -0.978 | -0.978 | -1.000 | -0.181 | -0.552 | -0.281 | -0.544 | 0.057 | 0.797 | -0.160 | -0.538 | -0.274 | -0.517 | 0.107 | 0.789 | -0.299 | -0.450 | -0.487 | -0.643 | 0.143 | 0.879 | -0.248 | -0.351 | -0.149 | -0.455 | 0.101 | 0.947 | -0.548 | -0.436 | -0.420 | -0.706 | -0.500 | -0.899 | -0.612 | -0.343 | -0.577 | -0.695 | -0.505 | -0.900 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
5 rows × 243 columns
X.shape
(545, 243)
covid_icu_df.rename(columns = {'WINDOW_0-2':'WINDOW_0_2','WINDOW_2-4':'WINDOW_2_4','WINDOW_4-6':'WINDOW_4_6','WINDOW_6-12':'WINDOW_6_12','WINDOW_ABOVE_12':'WINDOW_ABOVE_12'}, inplace=True)
covid_icu_df.rename(columns = {'AGE_PERCENTIL_Above 90th':'AGE_PERCENTIL_Above_90th'}, inplace=True)
Xc = sm.add_constant(X) #because we use formula.api
linear_regression=sm.OLS(y,Xc)
fitted_model= linear_regression.fit() #model
fitted_model.summary()
| Dep. Variable: | ICU | R-squared: | 1.000 |
|---|---|---|---|
| Model: | OLS | Adj. R-squared: | 1.000 |
| Method: | Least Squares | F-statistic: | 3.164e+14 |
| Date: | Tue, 29 Aug 2023 | Prob (F-statistic): | 0.00 |
| Time: | 00:36:11 | Log-Likelihood: | 8286.6 |
| No. Observations: | 545 | AIC: | -1.638e+04 |
| Df Residuals: | 447 | BIC: | -1.596e+04 |
| Df Model: | 97 | ||
| Covariance Type: | nonrobust |
| coef | std err | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| AGE_ABOVE65 | 2.22e-16 | 3.83e-08 | 5.8e-09 | 1.000 | -7.52e-08 | 7.52e-08 |
| GENDER | 6.245e-17 | 7.51e-09 | 8.31e-09 | 1.000 | -1.48e-08 | 1.48e-08 |
| DISEASE GROUPING 1 | 3.261e-16 | 1.06e-08 | 3.08e-08 | 1.000 | -2.08e-08 | 2.08e-08 |
| DISEASE GROUPING 2 | 6.939e-17 | 1.79e-08 | 3.87e-09 | 1.000 | -3.52e-08 | 3.52e-08 |
| DISEASE GROUPING 3 | -3.123e-17 | 1.16e-08 | -2.68e-09 | 1.000 | -2.29e-08 | 2.29e-08 |
| DISEASE GROUPING 4 | -5.69e-16 | 2.15e-08 | -2.65e-08 | 1.000 | -4.22e-08 | 4.22e-08 |
| DISEASE GROUPING 5 | 2.776e-17 | 1.07e-08 | 2.59e-09 | 1.000 | -2.11e-08 | 2.11e-08 |
| DISEASE GROUPING 6 | 2.845e-16 | 1.4e-08 | 2.03e-08 | 1.000 | -2.75e-08 | 2.75e-08 |
| HTN | -2.29e-16 | 9.22e-09 | -2.48e-08 | 1.000 | -1.81e-08 | 1.81e-08 |
| IMMUNOCOMPROMISED | 1.596e-16 | 9.4e-09 | 1.7e-08 | 1.000 | -1.85e-08 | 1.85e-08 |
| OTHER | -9.506e-16 | 1.25e-08 | -7.61e-08 | 1.000 | -2.45e-08 | 2.45e-08 |
| ALBUMIN_MEDIAN | -3.109e-15 | 8.48e-07 | -3.67e-09 | 1.000 | -1.67e-06 | 1.67e-06 |
| ALBUMIN_MEAN | -1.421e-14 | 1.09e-06 | -1.3e-08 | 1.000 | -2.14e-06 | 2.14e-06 |
| ALBUMIN_MIN | 1.887e-15 | 8.58e-07 | 2.2e-09 | 1.000 | -1.69e-06 | 1.69e-06 |
| ALBUMIN_MAX | 1.132e-14 | 8.09e-07 | 1.4e-08 | 1.000 | -1.59e-06 | 1.59e-06 |
| ALBUMIN_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| BE_ARTERIAL_MEDIAN | 1.51e-14 | 1.42e-06 | 1.06e-08 | 1.000 | -2.8e-06 | 2.8e-06 |
| BE_ARTERIAL_MEAN | 3.553e-15 | 1.22e-06 | 2.92e-09 | 1.000 | -2.39e-06 | 2.39e-06 |
| BE_ARTERIAL_MIN | -5.329e-15 | 8.78e-07 | -6.07e-09 | 1.000 | -1.72e-06 | 1.72e-06 |
| BE_ARTERIAL_MAX | -2.132e-14 | 2.17e-06 | -9.82e-09 | 1.000 | -4.26e-06 | 4.26e-06 |
| BE_ARTERIAL_DIFF | 0 | 0.287 | 0 | 1.000 | -0.563 | 0.563 |
| BE_VENOUS_MEDIAN | -5.329e-15 | 1.32e-06 | -4.05e-09 | 1.000 | -2.59e-06 | 2.59e-06 |
| BE_VENOUS_MEAN | -1.776e-15 | 4.45e-07 | -4e-09 | 1.000 | -8.74e-07 | 8.74e-07 |
| BE_VENOUS_MIN | 7.105e-15 | 8.91e-07 | 7.97e-09 | 1.000 | -1.75e-06 | 1.75e-06 |
| BE_VENOUS_MAX | 2.442e-15 | 8.11e-07 | 3.01e-09 | 1.000 | -1.59e-06 | 1.59e-06 |
| BE_VENOUS_DIFF | -6.985e-10 | 0.287 | -2.44e-09 | 1.000 | -0.563 | 0.563 |
| BIC_ARTERIAL_MEDIAN | 0 | 1.47e-06 | 0 | 1.000 | -2.89e-06 | 2.89e-06 |
| BIC_ARTERIAL_MEAN | 7.105e-15 | 5.87e-07 | 1.21e-08 | 1.000 | -1.15e-06 | 1.15e-06 |
| BIC_ARTERIAL_MIN | -1.776e-15 | 7.09e-07 | -2.5e-09 | 1.000 | -1.39e-06 | 1.39e-06 |
| BIC_ARTERIAL_MAX | 0 | 2e-06 | 0 | 1.000 | -3.93e-06 | 3.93e-06 |
| BIC_ARTERIAL_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| BIC_VENOUS_MEDIAN | -4.885e-15 | 1.64e-06 | -2.98e-09 | 1.000 | -3.23e-06 | 3.23e-06 |
| BIC_VENOUS_MEAN | 5.329e-15 | 7.58e-07 | 7.03e-09 | 1.000 | -1.49e-06 | 1.49e-06 |
| BIC_VENOUS_MIN | -1.132e-14 | 8.35e-07 | -1.36e-08 | 1.000 | -1.64e-06 | 1.64e-06 |
| BIC_VENOUS_MAX | -3.331e-16 | 8.78e-07 | -3.79e-10 | 1.000 | -1.73e-06 | 1.73e-06 |
| BIC_VENOUS_DIFF | -1.397e-09 | 0.287 | -4.87e-09 | 1.000 | -0.563 | 0.563 |
| BILLIRUBIN_MEDIAN | -2.442e-15 | 4.2e-07 | -5.81e-09 | 1.000 | -8.26e-07 | 8.26e-07 |
| BILLIRUBIN_MEAN | 1.998e-15 | 4.5e-07 | 4.44e-09 | 1.000 | -8.84e-07 | 8.84e-07 |
| BILLIRUBIN_MIN | 3.553e-15 | 4.65e-07 | 7.64e-09 | 1.000 | -9.14e-07 | 9.14e-07 |
| BILLIRUBIN_MAX | -4.441e-15 | 4.81e-07 | -9.23e-09 | 1.000 | -9.46e-07 | 9.46e-07 |
| BILLIRUBIN_DIFF | -8.149e-10 | 0.287 | -2.84e-09 | 1.000 | -0.563 | 0.563 |
| BLAST_MEDIAN | -6.217e-15 | 6.18e-07 | -1.01e-08 | 1.000 | -1.21e-06 | 1.21e-06 |
| BLAST_MEAN | -6.661e-16 | 3.46e-07 | -1.93e-09 | 1.000 | -6.8e-07 | 6.8e-07 |
| BLAST_MIN | -7.105e-15 | 7.52e-07 | -9.44e-09 | 1.000 | -1.48e-06 | 1.48e-06 |
| BLAST_MAX | 1.51e-14 | 9.23e-07 | 1.64e-08 | 1.000 | -1.81e-06 | 1.81e-06 |
| BLAST_DIFF | -3.492e-10 | 0.287 | -1.22e-09 | 1.000 | -0.563 | 0.563 |
| CALCIUM_MEDIAN | 5.329e-15 | 8.45e-07 | 6.31e-09 | 1.000 | -1.66e-06 | 1.66e-06 |
| CALCIUM_MEAN | -1.776e-15 | 1.43e-06 | -1.24e-09 | 1.000 | -2.81e-06 | 2.81e-06 |
| CALCIUM_MIN | -3.775e-15 | 5.96e-07 | -6.34e-09 | 1.000 | -1.17e-06 | 1.17e-06 |
| CALCIUM_MAX | -3.775e-15 | 8.43e-07 | -4.48e-09 | 1.000 | -1.66e-06 | 1.66e-06 |
| CALCIUM_DIFF | -1.863e-09 | 0.287 | -6.5e-09 | 1.000 | -0.563 | 0.563 |
| CREATININ_MEDIAN | 8.882e-16 | 8.11e-07 | 1.09e-09 | 1.000 | -1.59e-06 | 1.59e-06 |
| CREATININ_MEAN | -1.443e-15 | 3.66e-07 | -3.95e-09 | 1.000 | -7.19e-07 | 7.19e-07 |
| CREATININ_MIN | -5.329e-15 | 7.23e-07 | -7.37e-09 | 1.000 | -1.42e-06 | 1.42e-06 |
| CREATININ_MAX | 2.22e-15 | 5.13e-07 | 4.33e-09 | 1.000 | -1.01e-06 | 1.01e-06 |
| CREATININ_DIFF | 5.821e-10 | 0.287 | 2.03e-09 | 1.000 | -0.563 | 0.563 |
| FFA_MEDIAN | 1.332e-15 | 5.41e-07 | 2.46e-09 | 1.000 | -1.06e-06 | 1.06e-06 |
| FFA_MEAN | 8.882e-16 | 4.1e-07 | 2.17e-09 | 1.000 | -8.06e-07 | 8.06e-07 |
| FFA_MIN | 0 | 3.2e-07 | 0 | 1.000 | -6.3e-07 | 6.3e-07 |
| FFA_MAX | -3.109e-15 | 3.86e-07 | -8.06e-09 | 1.000 | -7.58e-07 | 7.58e-07 |
| FFA_DIFF | -5.821e-10 | 0.287 | -2.03e-09 | 1.000 | -0.563 | 0.563 |
| GGT_MEDIAN | 6.883e-15 | 6.27e-07 | 1.1e-08 | 1.000 | -1.23e-06 | 1.23e-06 |
| GGT_MEAN | -2.22e-15 | 5.96e-07 | -3.72e-09 | 1.000 | -1.17e-06 | 1.17e-06 |
| GGT_MIN | -3.553e-15 | 6.01e-07 | -5.91e-09 | 1.000 | -1.18e-06 | 1.18e-06 |
| GGT_MAX | -8.882e-16 | 1e-06 | -8.86e-10 | 1.000 | -1.97e-06 | 1.97e-06 |
| GGT_DIFF | -3.492e-10 | 0.287 | -1.22e-09 | 1.000 | -0.563 | 0.563 |
| GLUCOSE_MEDIAN | -4.441e-15 | 9.84e-07 | -4.51e-09 | 1.000 | -1.93e-06 | 1.93e-06 |
| GLUCOSE_MEAN | 6.661e-15 | 6.72e-07 | 9.91e-09 | 1.000 | -1.32e-06 | 1.32e-06 |
| GLUCOSE_MIN | 3.553e-15 | 5e-07 | 7.11e-09 | 1.000 | -9.82e-07 | 9.82e-07 |
| GLUCOSE_MAX | -4.441e-15 | 5.26e-07 | -8.45e-09 | 1.000 | -1.03e-06 | 1.03e-06 |
| GLUCOSE_DIFF | -1.164e-09 | 0.287 | -4.06e-09 | 1.000 | -0.563 | 0.563 |
| HEMATOCRITE_MEDIAN | -3.553e-15 | 4.66e-07 | -7.63e-09 | 1.000 | -9.16e-07 | 9.16e-07 |
| HEMATOCRITE_MEAN | 1.11e-15 | 2.43e-07 | 4.57e-09 | 1.000 | -4.78e-07 | 4.78e-07 |
| HEMATOCRITE_MIN | -6.439e-15 | 5.13e-07 | -1.26e-08 | 1.000 | -1.01e-06 | 1.01e-06 |
| HEMATOCRITE_MAX | 7.772e-15 | 7.52e-07 | 1.03e-08 | 1.000 | -1.48e-06 | 1.48e-06 |
| HEMATOCRITE_DIFF | 3.492e-10 | 0.287 | 1.22e-09 | 1.000 | -0.563 | 0.563 |
| HEMOGLOBIN_MEDIAN | 2.72e-15 | 4.87e-07 | 5.59e-09 | 1.000 | -9.56e-07 | 9.56e-07 |
| HEMOGLOBIN_MEAN | 4.441e-16 | 7e-07 | 6.35e-10 | 1.000 | -1.38e-06 | 1.38e-06 |
| HEMOGLOBIN_MIN | 3.109e-15 | 5.78e-07 | 5.38e-09 | 1.000 | -1.14e-06 | 1.14e-06 |
| HEMOGLOBIN_MAX | -6.661e-15 | 6.06e-07 | -1.1e-08 | 1.000 | -1.19e-06 | 1.19e-06 |
| HEMOGLOBIN_DIFF | 6.985e-10 | 0.287 | 2.44e-09 | 1.000 | -0.563 | 0.563 |
| INR_MEDIAN | -7.772e-16 | 2.91e-07 | -2.67e-09 | 1.000 | -5.72e-07 | 5.72e-07 |
| INR_MEAN | -4.441e-16 | 2.54e-07 | -1.75e-09 | 1.000 | -4.99e-07 | 4.99e-07 |
| INR_MIN | 7.994e-15 | 5.45e-07 | 1.47e-08 | 1.000 | -1.07e-06 | 1.07e-06 |
| INR_MAX | -1.066e-14 | 7.3e-07 | -1.46e-08 | 1.000 | -1.43e-06 | 1.43e-06 |
| INR_DIFF | 9.313e-10 | 0.287 | 3.25e-09 | 1.000 | -0.563 | 0.563 |
| LACTATE_MEDIAN | -1.954e-14 | 1.96e-06 | -9.96e-09 | 1.000 | -3.85e-06 | 3.85e-06 |
| LACTATE_MEAN | 4.441e-15 | 5.95e-07 | 7.47e-09 | 1.000 | -1.17e-06 | 1.17e-06 |
| LACTATE_MIN | 7.994e-15 | 8.36e-07 | 9.56e-09 | 1.000 | -1.64e-06 | 1.64e-06 |
| LACTATE_MAX | 2.331e-15 | 6.04e-07 | 3.86e-09 | 1.000 | -1.19e-06 | 1.19e-06 |
| LACTATE_DIFF | 1.164e-09 | 0.287 | 4.06e-09 | 1.000 | -0.563 | 0.563 |
| LEUKOCYTES_MEDIAN | -3.886e-16 | 3.74e-07 | -1.04e-09 | 1.000 | -7.36e-07 | 7.36e-07 |
| LEUKOCYTES_MEAN | -4.441e-16 | 1.86e-07 | -2.39e-09 | 1.000 | -3.65e-07 | 3.65e-07 |
| LEUKOCYTES_MIN | 6.661e-16 | 4.39e-07 | 1.52e-09 | 1.000 | -8.63e-07 | 8.63e-07 |
| LEUKOCYTES_MAX | 2.887e-15 | 2.35e-07 | 1.23e-08 | 1.000 | -4.62e-07 | 4.62e-07 |
| LEUKOCYTES_DIFF | 2.328e-10 | 0.287 | 8.12e-10 | 1.000 | -0.563 | 0.563 |
| LINFOCITOS_MEDIAN | -4.33e-15 | 5.96e-07 | -7.27e-09 | 1.000 | -1.17e-06 | 1.17e-06 |
| LINFOCITOS_MEAN | 1.776e-15 | 2.01e-07 | 8.82e-09 | 1.000 | -3.96e-07 | 3.96e-07 |
| LINFOCITOS_MIN | 5.135e-16 | 2.01e-07 | 2.55e-09 | 1.000 | -3.96e-07 | 3.96e-07 |
| LINFOCITOS_MAX | 1.277e-15 | 2.01e-07 | 6.34e-09 | 1.000 | -3.96e-07 | 3.96e-07 |
| LINFOCITOS_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| NEUTROPHILES_MEDIAN | -1.887e-15 | 1.2e-07 | -1.58e-08 | 1.000 | -2.35e-07 | 2.35e-07 |
| NEUTROPHILES_MEAN | 0 | 6.94e-08 | 0 | 1.000 | -1.36e-07 | 1.36e-07 |
| NEUTROPHILES_MIN | 0 | 6.94e-08 | 0 | 1.000 | -1.36e-07 | 1.36e-07 |
| NEUTROPHILES_MAX | 0 | 6.94e-08 | 0 | 1.000 | -1.36e-07 | 1.36e-07 |
| NEUTROPHILES_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| P02_ARTERIAL_MEDIAN | -3.109e-15 | 3.59e-07 | -8.65e-09 | 1.000 | -7.06e-07 | 7.06e-07 |
| P02_ARTERIAL_MEAN | 2.887e-15 | 2.12e-07 | 1.36e-08 | 1.000 | -4.16e-07 | 4.16e-07 |
| P02_ARTERIAL_MIN | -2.887e-15 | 1.97e-07 | -1.46e-08 | 1.000 | -3.88e-07 | 3.88e-07 |
| P02_ARTERIAL_MAX | 1.776e-15 | 2.12e-07 | 8.38e-09 | 1.000 | -4.16e-07 | 4.16e-07 |
| P02_ARTERIAL_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| P02_VENOUS_MEDIAN | -1.998e-15 | 1.92e-07 | -1.04e-08 | 1.000 | -3.78e-07 | 3.78e-07 |
| P02_VENOUS_MEAN | -6.661e-16 | 1.91e-07 | -3.48e-09 | 1.000 | -3.76e-07 | 3.76e-07 |
| P02_VENOUS_MIN | 5.107e-15 | 3.98e-07 | 1.28e-08 | 1.000 | -7.82e-07 | 7.82e-07 |
| P02_VENOUS_MAX | -1.554e-15 | 2.48e-07 | -6.27e-09 | 1.000 | -4.87e-07 | 4.87e-07 |
| P02_VENOUS_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| PC02_ARTERIAL_MEDIAN | -1.11e-16 | 1.89e-07 | -5.88e-10 | 1.000 | -3.71e-07 | 3.71e-07 |
| PC02_ARTERIAL_MEAN | -4.441e-16 | 7.34e-08 | -6.05e-09 | 1.000 | -1.44e-07 | 1.44e-07 |
| PC02_ARTERIAL_MIN | -4.441e-16 | 7.34e-08 | -6.05e-09 | 1.000 | -1.44e-07 | 1.44e-07 |
| PC02_ARTERIAL_MAX | -4.441e-16 | 7.34e-08 | -6.05e-09 | 1.000 | -1.44e-07 | 1.44e-07 |
| PC02_ARTERIAL_DIFF | -3.492e-10 | 0.287 | -1.22e-09 | 1.000 | -0.563 | 0.563 |
| PC02_VENOUS_MEDIAN | -2.998e-15 | 2.2e-07 | -1.36e-08 | 1.000 | -4.32e-07 | 4.32e-07 |
| PC02_VENOUS_MEAN | 4.219e-15 | 3.12e-07 | 1.35e-08 | 1.000 | -6.14e-07 | 6.14e-07 |
| PC02_VENOUS_MIN | 8.882e-16 | 2.59e-07 | 3.43e-09 | 1.000 | -5.09e-07 | 5.09e-07 |
| PC02_VENOUS_MAX | -5.551e-16 | 1.59e-07 | -3.48e-09 | 1.000 | -3.13e-07 | 3.13e-07 |
| PC02_VENOUS_DIFF | 1.397e-09 | 0.287 | 4.87e-09 | 1.000 | -0.563 | 0.563 |
| PCR_MEDIAN | 1.776e-15 | 2.67e-07 | 6.65e-09 | 1.000 | -5.25e-07 | 5.25e-07 |
| PCR_MEAN | 1.554e-15 | 3.53e-07 | 4.41e-09 | 1.000 | -6.93e-07 | 6.93e-07 |
| PCR_MIN | -4.996e-16 | 1.82e-07 | -2.75e-09 | 1.000 | -3.57e-07 | 3.57e-07 |
| PCR_MAX | -3.553e-15 | 5.19e-07 | -6.84e-09 | 1.000 | -1.02e-06 | 1.02e-06 |
| PCR_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| PH_ARTERIAL_MEDIAN | 4.441e-16 | 1.63e-07 | 2.72e-09 | 1.000 | -3.21e-07 | 3.21e-07 |
| PH_ARTERIAL_MEAN | 2.22e-16 | 2.47e-07 | 8.99e-10 | 1.000 | -4.85e-07 | 4.85e-07 |
| PH_ARTERIAL_MIN | -2.442e-15 | 1.84e-07 | -1.33e-08 | 1.000 | -3.61e-07 | 3.61e-07 |
| PH_ARTERIAL_MAX | 4.441e-16 | 2.4e-07 | 1.85e-09 | 1.000 | -4.72e-07 | 4.72e-07 |
| PH_ARTERIAL_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| PH_VENOUS_MEDIAN | 2.22e-15 | 4.77e-07 | 4.66e-09 | 1.000 | -9.37e-07 | 9.37e-07 |
| PH_VENOUS_MEAN | -2.22e-16 | 6.06e-07 | -3.66e-10 | 1.000 | -1.19e-06 | 1.19e-06 |
| PH_VENOUS_MIN | 4.441e-16 | 4.74e-07 | 9.37e-10 | 1.000 | -9.32e-07 | 9.32e-07 |
| PH_VENOUS_MAX | 4.441e-16 | 4.74e-07 | 9.37e-10 | 1.000 | -9.32e-07 | 9.32e-07 |
| PH_VENOUS_DIFF | -2.328e-10 | 0.287 | -8.12e-10 | 1.000 | -0.563 | 0.563 |
| PLATELETS_MEDIAN | 1.776e-15 | 6.82e-07 | 2.6e-09 | 1.000 | -1.34e-06 | 1.34e-06 |
| PLATELETS_MEAN | 2.22e-16 | 2.86e-07 | 7.76e-10 | 1.000 | -5.62e-07 | 5.62e-07 |
| PLATELETS_MIN | -2.22e-15 | 2.67e-07 | -8.3e-09 | 1.000 | -5.26e-07 | 5.26e-07 |
| PLATELETS_MAX | -1.887e-15 | 2.16e-07 | -8.76e-09 | 1.000 | -4.24e-07 | 4.24e-07 |
| PLATELETS_DIFF | -1.164e-09 | 0.287 | -4.06e-09 | 1.000 | -0.563 | 0.563 |
| POTASSIUM_MEDIAN | 0 | 3.79e-07 | 0 | 1.000 | -7.44e-07 | 7.44e-07 |
| POTASSIUM_MEAN | 1.443e-15 | 1.45e-07 | 9.92e-09 | 1.000 | -2.86e-07 | 2.86e-07 |
| POTASSIUM_MIN | -2.22e-16 | 1.41e-07 | -1.58e-09 | 1.000 | -2.77e-07 | 2.77e-07 |
| POTASSIUM_MAX | 3.331e-15 | 2.08e-07 | 1.6e-08 | 1.000 | -4.09e-07 | 4.09e-07 |
| POTASSIUM_DIFF | -2.328e-10 | 0.287 | -8.12e-10 | 1.000 | -0.563 | 0.563 |
| SAT02_ARTERIAL_MEDIAN | -2.22e-16 | 3.44e-07 | -6.45e-10 | 1.000 | -6.76e-07 | 6.76e-07 |
| SAT02_ARTERIAL_MEAN | 3.386e-15 | 2.9e-07 | 1.17e-08 | 1.000 | -5.69e-07 | 5.69e-07 |
| SAT02_ARTERIAL_MIN | 3.331e-16 | 2.07e-07 | 1.61e-09 | 1.000 | -4.07e-07 | 4.07e-07 |
| SAT02_ARTERIAL_MAX | -1.277e-15 | 2.06e-07 | -6.19e-09 | 1.000 | -4.05e-07 | 4.05e-07 |
| SAT02_ARTERIAL_DIFF | -5.821e-10 | 0.287 | -2.03e-09 | 1.000 | -0.563 | 0.563 |
| SAT02_VENOUS_MEDIAN | 2.665e-15 | 5.75e-07 | 4.64e-09 | 1.000 | -1.13e-06 | 1.13e-06 |
| SAT02_VENOUS_MEAN | -1.11e-15 | 1.94e-07 | -5.72e-09 | 1.000 | -3.81e-07 | 3.81e-07 |
| SAT02_VENOUS_MIN | -4.441e-16 | 2.18e-07 | -2.04e-09 | 1.000 | -4.27e-07 | 4.27e-07 |
| SAT02_VENOUS_MAX | -1.665e-15 | 1.77e-07 | -9.43e-09 | 1.000 | -3.47e-07 | 3.47e-07 |
| SAT02_VENOUS_DIFF | -1.281e-09 | 0.287 | -4.47e-09 | 1.000 | -0.563 | 0.563 |
| SODIUM_MEDIAN | -6.661e-16 | 6.77e-08 | -9.85e-09 | 1.000 | -1.33e-07 | 1.33e-07 |
| SODIUM_MEAN | 4.233e-16 | 3.75e-08 | 1.13e-08 | 1.000 | -7.37e-08 | 7.37e-08 |
| SODIUM_MIN | 1.874e-16 | 1.8e-08 | 1.04e-08 | 1.000 | -3.53e-08 | 3.53e-08 |
| SODIUM_MAX | 5.551e-17 | 2.46e-08 | 2.26e-09 | 1.000 | -4.83e-08 | 4.83e-08 |
| SODIUM_DIFF | 3.492e-10 | 0.287 | 1.22e-09 | 1.000 | -0.563 | 0.563 |
| TGO_MEDIAN | 9.992e-16 | 1.91e-07 | 5.22e-09 | 1.000 | -3.76e-07 | 3.76e-07 |
| TGO_MEAN | 8.882e-16 | 9.33e-08 | 9.52e-09 | 1.000 | -1.83e-07 | 1.83e-07 |
| TGO_MIN | -6.661e-16 | 2.29e-07 | -2.91e-09 | 1.000 | -4.5e-07 | 4.5e-07 |
| TGO_MAX | 7.772e-16 | 1.27e-07 | 6.13e-09 | 1.000 | -2.49e-07 | 2.49e-07 |
| TGO_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| TGP_MEDIAN | -1.998e-15 | 1.8e-07 | -1.11e-08 | 1.000 | -3.53e-07 | 3.53e-07 |
| TGP_MEAN | -1.665e-16 | 7.4e-08 | -2.25e-09 | 1.000 | -1.45e-07 | 1.45e-07 |
| TGP_MIN | -1.665e-16 | 7.4e-08 | -2.25e-09 | 1.000 | -1.45e-07 | 1.45e-07 |
| TGP_MAX | -1.665e-16 | 7.4e-08 | -2.25e-09 | 1.000 | -1.45e-07 | 1.45e-07 |
| TGP_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| TTPA_MEDIAN | -8.882e-16 | 1.02e-07 | -8.73e-09 | 1.000 | -2e-07 | 2e-07 |
| TTPA_MEAN | 2.914e-16 | 3.54e-08 | 8.23e-09 | 1.000 | -6.96e-08 | 6.96e-08 |
| TTPA_MIN | 2.914e-16 | 3.54e-08 | 8.23e-09 | 1.000 | -6.96e-08 | 6.96e-08 |
| TTPA_MAX | 2.914e-16 | 3.54e-08 | 8.23e-09 | 1.000 | -6.96e-08 | 6.96e-08 |
| TTPA_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| UREA_MEDIAN | 8.882e-16 | 2.14e-07 | 4.15e-09 | 1.000 | -4.2e-07 | 4.2e-07 |
| UREA_MEAN | -3.109e-15 | 1.99e-07 | -1.56e-08 | 1.000 | -3.92e-07 | 3.92e-07 |
| UREA_MIN | -1.776e-15 | 1.99e-07 | -8.91e-09 | 1.000 | -3.92e-07 | 3.92e-07 |
| UREA_MAX | 1.887e-15 | 2.56e-07 | 7.37e-09 | 1.000 | -5.03e-07 | 5.03e-07 |
| UREA_DIFF | -1.164e-10 | 0.287 | -4.06e-10 | 1.000 | -0.563 | 0.563 |
| DIMER_MEDIAN | 1.776e-15 | 2.94e-07 | 6.05e-09 | 1.000 | -5.77e-07 | 5.77e-07 |
| DIMER_MEAN | 1.665e-15 | 2.18e-07 | 7.63e-09 | 1.000 | -4.29e-07 | 4.29e-07 |
| DIMER_MIN | 1.554e-15 | 2.31e-07 | 6.72e-09 | 1.000 | -4.55e-07 | 4.55e-07 |
| DIMER_MAX | -3.553e-15 | 3.61e-07 | -9.84e-09 | 1.000 | -7.1e-07 | 7.1e-07 |
| DIMER_DIFF | 3.492e-10 | 0.287 | 1.22e-09 | 1.000 | -0.563 | 0.563 |
| BLOODPRESSURE_DIASTOLIC_MEAN | 8.882e-16 | 9.32e-08 | 9.53e-09 | 1.000 | -1.83e-07 | 1.83e-07 |
| BLOODPRESSURE_SISTOLIC_MEAN | -6.661e-16 | 1.05e-07 | -6.33e-09 | 1.000 | -2.07e-07 | 2.07e-07 |
| HEART_RATE_MEAN | -2.22e-16 | 1.09e-07 | -2.04e-09 | 1.000 | -2.14e-07 | 2.14e-07 |
| RESPIRATORY_RATE_MEAN | 1.638e-15 | 1.11e-07 | 1.47e-08 | 1.000 | -2.19e-07 | 2.19e-07 |
| TEMPERATURE_MEAN | -5.551e-16 | 1.13e-07 | -4.91e-09 | 1.000 | -2.22e-07 | 2.22e-07 |
| OXYGEN_SATURATION_MEAN | 8.327e-16 | 6.84e-08 | 1.22e-08 | 1.000 | -1.35e-07 | 1.35e-07 |
| BLOODPRESSURE_DIASTOLIC_MEDIAN | 2.22e-16 | 7.02e-08 | 3.16e-09 | 1.000 | -1.38e-07 | 1.38e-07 |
| BLOODPRESSURE_SISTOLIC_MEDIAN | -6.661e-16 | 8.31e-08 | -8.02e-09 | 1.000 | -1.63e-07 | 1.63e-07 |
| HEART_RATE_MEDIAN | 5.412e-16 | 9.1e-08 | 5.95e-09 | 1.000 | -1.79e-07 | 1.79e-07 |
| RESPIRATORY_RATE_MEDIAN | -2.331e-15 | 9.25e-08 | -2.52e-08 | 1.000 | -1.82e-07 | 1.82e-07 |
| TEMPERATURE_MEDIAN | 2.22e-16 | 9.3e-08 | 2.39e-09 | 1.000 | -1.83e-07 | 1.83e-07 |
| OXYGEN_SATURATION_MEDIAN | -1.11e-16 | 8.22e-08 | -1.35e-09 | 1.000 | -1.61e-07 | 1.61e-07 |
| BLOODPRESSURE_DIASTOLIC_MIN | 4.843e-08 | 6.544 | 7.4e-09 | 1.000 | -12.861 | 12.861 |
| BLOODPRESSURE_SISTOLIC_MIN | 5.215e-08 | 7.292 | 7.15e-09 | 1.000 | -14.331 | 14.331 |
| HEART_RATE_MIN | 5.215e-08 | 6.128 | 8.51e-09 | 1.000 | -12.044 | 12.044 |
| RESPIRATORY_RATE_MIN | -3.166e-08 | 5.639 | -5.61e-09 | 1.000 | -11.083 | 11.083 |
| TEMPERATURE_MIN | -9.313e-08 | 8.477 | -1.1e-08 | 1.000 | -16.660 | 16.660 |
| OXYGEN_SATURATION_MIN | -1.49e-08 | 8.911 | -1.67e-09 | 1.000 | -17.513 | 17.513 |
| BLOODPRESSURE_DIASTOLIC_MAX | -7.451e-08 | 7.894 | -9.44e-09 | 1.000 | -15.513 | 15.513 |
| BLOODPRESSURE_SISTOLIC_MAX | -7.451e-08 | 8.432 | -8.84e-09 | 1.000 | -16.570 | 16.570 |
| HEART_RATE_MAX | -7.451e-09 | 7.019 | -1.06e-09 | 1.000 | -13.794 | 13.794 |
| RESPIRATORY_RATE_MAX | 4.098e-08 | 6.646 | 6.17e-09 | 1.000 | -13.062 | 13.062 |
| TEMPERATURE_MAX | 8.568e-08 | 6.428 | 1.33e-08 | 1.000 | -12.632 | 12.632 |
| OXYGEN_SATURATION_MAX | 1.49e-08 | 3.421 | 4.36e-09 | 1.000 | -6.722 | 6.722 |
| BLOODPRESSURE_DIASTOLIC_DIFF | 2.235e-08 | 7.759 | 2.88e-09 | 1.000 | -15.248 | 15.248 |
| BLOODPRESSURE_SISTOLIC_DIFF | 4.47e-08 | 7.429 | 6.02e-09 | 1.000 | -14.600 | 14.600 |
| HEART_RATE_DIFF | 1.49e-08 | 6.861 | 2.17e-09 | 1.000 | -13.485 | 13.485 |
| RESPIRATORY_RATE_DIFF | -2.421e-08 | 6.848 | -3.54e-09 | 1.000 | -13.458 | 13.458 |
| TEMPERATURE_DIFF | -1.006e-07 | 7.825 | -1.29e-08 | 1.000 | -15.379 | 15.379 |
| OXYGEN_SATURATION_DIFF | -3.725e-08 | 8.911 | -4.18e-09 | 1.000 | -17.513 | 17.513 |
| BLOODPRESSURE_DIASTOLIC_DIFF_REL | 6.661e-16 | 7.55e-08 | 8.83e-09 | 1.000 | -1.48e-07 | 1.48e-07 |
| BLOODPRESSURE_SISTOLIC_DIFF_REL | 2.22e-16 | 6.91e-08 | 3.21e-09 | 1.000 | -1.36e-07 | 1.36e-07 |
| HEART_RATE_DIFF_REL | -4.441e-16 | 7.15e-08 | -6.21e-09 | 1.000 | -1.41e-07 | 1.41e-07 |
| RESPIRATORY_RATE_DIFF_REL | -4.441e-16 | 6.7e-08 | -6.63e-09 | 1.000 | -1.32e-07 | 1.32e-07 |
| TEMPERATURE_DIFF_REL | 2.665e-15 | 8.38e-07 | 3.18e-09 | 1.000 | -1.65e-06 | 1.65e-06 |
| OXYGEN_SATURATION_DIFF_REL | -6.661e-16 | 6.12e-07 | -1.09e-09 | 1.000 | -1.2e-06 | 1.2e-06 |
| ICU | 1.0000 | 1.08e-08 | 9.27e+07 | 0.000 | 1.000 | 1.000 |
| AGE_PERCENTIL_10th | -1.455e-11 | 0.029 | -5.08e-10 | 1.000 | -0.056 | 0.056 |
| AGE_PERCENTIL_20th | 0 | 0.029 | 0 | 1.000 | -0.056 | 0.056 |
| AGE_PERCENTIL_30th | -7.276e-11 | 0.029 | -2.54e-09 | 1.000 | -0.056 | 0.056 |
| AGE_PERCENTIL_40th | 4.366e-11 | 0.029 | 1.52e-09 | 1.000 | -0.056 | 0.056 |
| AGE_PERCENTIL_50th | -2.91e-11 | 0.029 | -1.02e-09 | 1.000 | -0.056 | 0.056 |
| AGE_PERCENTIL_60th | 8.731e-11 | 0.029 | 3.05e-09 | 1.000 | -0.056 | 0.056 |
| AGE_PERCENTIL_70th | 1.455e-11 | 0.029 | 5.08e-10 | 1.000 | -0.056 | 0.056 |
| AGE_PERCENTIL_80th | 8.731e-11 | 0.029 | 3.05e-09 | 1.000 | -0.056 | 0.056 |
| AGE_PERCENTIL_90th | 0 | 0.029 | 0 | 1.000 | -0.056 | 0.056 |
| AGE_PERCENTIL_Above 90th | -8.731e-11 | 0.029 | -3.05e-09 | 1.000 | -0.056 | 0.056 |
| WINDOW_0-2 | 1.164e-10 | 0.057 | 2.03e-09 | 1.000 | -0.113 | 0.113 |
| WINDOW_2-4 | 1.164e-10 | 0.057 | 2.03e-09 | 1.000 | -0.113 | 0.113 |
| WINDOW_4-6 | 0 | 0.057 | 0 | 1.000 | -0.113 | 0.113 |
| WINDOW_6-12 | 2.037e-10 | 0.057 | 3.55e-09 | 1.000 | -0.113 | 0.113 |
| WINDOW_ABOVE_12 | 0 | 0.057 | 0 | 1.000 | -0.113 | 0.113 |
| Omnibus: | 20.649 | Durbin-Watson: | 0.578 |
|---|---|---|---|
| Prob(Omnibus): | 0.000 | Jarque-Bera (JB): | 22.221 |
| Skew: | 0.452 | Prob(JB): | 1.50e-05 |
| Kurtosis: | 3.403 | Cond. No. | 1.92e+16 |